{"cells": [{"metadata": {}, "cell_type": "markdown", "source": "# 0.\u6570\u636e\u96c6\u4ecb\u7ecd\u4e0e\u5b9e\u9a8c\u51c6\u5907\n\n## \u6570\u636e\u96c6\u4ecb\u7ecd\n\u672c\u6570\u636e\u96c6\u662f\u6709\u4e24\u4e2a\u7279\u5f81\uff0c\u4e00\u4e2a\u662f\u65f6\u95f4\uff0c\u4e00\u4e2a\u662f\u987e\u5ba2\u91cf\uff0c\u662f\u67d0\u5355\u4f4d1949\u5e74\u52301960\u5e74\u6bcf\u4e2a\u6708\u7684\u987e\u5ba2\u91cf\u3002\u672c\u4f8b\u5229\u7528ARIMA\u65f6\u5e8f\u5206\u6790\u7b97\u6cd5\uff0c\u9884\u6d4b\u987e\u5ba2\u91cf\u3002"}, {"metadata": {}, "cell_type": "markdown", "source": "## \u5b9e\u9a8c\u51c6\u5907\n\n### \u8fdb\u5165ModelArts\u754c\u9762\n\n\u70b9\u51fb\u5982\u4e0b\u94fe\u63a5\uff1ahttps://www.huaweicloud.com/product/modelarts.html \uff0c\u8fdb\u5165ModelArts\u4e3b\u9875\u3002\u70b9\u51fb\u201c\u7acb\u5373\u4f7f\u7528\u201d\u6309\u94ae\uff0c\u8f93\u5165\u7528\u6237\u540d\u548c\u5bc6\u7801\u767b\u5f55\uff0c\u8fdb\u5165ModelArts\u4f7f\u7528\u9875\u9762\u3002\n\n### \u521b\u5efaModelArts Notebook\n\n\u4e0b\u9762\uff0c\u6211\u4eec\u5728ModelArts\u4e2d\u521b\u5efa\u4e00\u4e2anotebook\u5f00\u53d1\u73af\u5883\uff0cModelArts notebook\u63d0\u4f9b\u7f51\u9875\u7248\u7684Python\u5f00\u53d1\u73af\u5883\uff0c\u53ef\u4ee5\u65b9\u4fbf\u7684\u7f16\u5199\u3001\u8fd0\u884c\u4ee3\u7801\uff0c\u5e76\u67e5\u770b\u8fd0\u884c\u7ed3\u679c\u3002\n\n\u7b2c\u4e00\u6b65\uff1a\u5728ModelArts\u670d\u52a1\u4e3b\u754c\u9762\u4f9d\u6b21\u70b9\u51fb\u201c\u5f00\u53d1\u73af\u5883\u201d\u3001\u201c\u521b\u5efa\u201d\n\n![create_nb_create_button](./img/create_nb_create_button.png)\n\n\u7b2c\u4e8c\u6b65\uff1a\u586b\u5199notebook\u6240\u9700\u7684\u53c2\u6570\uff1a\n\n| \u53c2\u6570 | \u8bf4\u660e |\n| - - - - - | - - - - - |\n| \u8ba1\u8d39\u65b9\u5f0f | \u6309\u9700\u8ba1\u8d39  |\n| \u540d\u79f0 | Notebook\u5b9e\u4f8b\u540d\u79f0\uff0c\u5982 kmeans_customer_segmentation |\n| \u5de5\u4f5c\u73af\u5883 | Python3 |\n| \u8d44\u6e90\u6c60 | \u9009\u62e9\"\u516c\u5171\u8d44\u6e90\u6c60\"\u5373\u53ef |\n| \u7c7b\u578b | CPU |\n| \u89c4\u683c | 2\u68388GiB |\n| \u5b58\u50a8\u914d\u7f6e | \u9009\u62e9EVS\uff0c\u78c1\u76d8\u89c4\u683c5GB |\n\n\u7b2c\u4e09\u6b65\uff1a\u914d\u7f6e\u597dnotebook\u53c2\u6570\u540e\uff0c\u70b9\u51fb\u4e0b\u4e00\u6b65\uff0c\u8fdb\u5165notebook\u4fe1\u606f\u9884\u89c8\u3002\u786e\u8ba4\u65e0\u8bef\u540e\uff0c\u70b9\u51fb\u201c\u7acb\u5373\u521b\u5efa\u201d\n\n![create_nb_creation_summary](./img/create_nb_creation_summary.png)\n\n\u7b2c\u56db\u6b65\uff1a\u521b\u5efa\u5b8c\u6210\u540e\uff0c\u8fd4\u56de\u5f00\u53d1\u73af\u5883\u4e3b\u754c\u9762\uff0c\u7b49\u5f85Notebook\u521b\u5efa\u5b8c\u6bd5\u540e\uff0c\u6253\u5f00Notebook\uff0c\u8fdb\u884c\u4e0b\u4e00\u6b65\u64cd\u4f5c\u3002\n![modelarts_notebook_index](./img/modelarts_notebook_index.png)\n\n### \u5728ModelArts\u4e2d\u521b\u5efa\u5f00\u53d1\u73af\u5883\n\n\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u521b\u5efa\u4e00\u4e2a\u5b9e\u9645\u7684\u5f00\u53d1\u73af\u5883\uff0c\u7528\u4e8e\u540e\u7eed\u7684\u5b9e\u9a8c\u6b65\u9aa4\u3002\n\n\u7b2c\u4e00\u6b65\uff1a\u70b9\u51fb\u4e0b\u56fe\u6240\u793a\u7684\u201c\u6253\u5f00\u201d\u6309\u94ae\uff0c\u8fdb\u5165\u521a\u521a\u521b\u5efa\u7684Notebook\n![inter_dev_env](img/enter_dev_env.png)\n\n\u7b2c\u4e8c\u6b65\uff1a\u521b\u5efa\u4e00\u4e2aPython3\u73af\u5883\u7684\u7684Notebook\u3002\u70b9\u51fb\u53f3\u4e0a\u89d2\u7684\"New\"\uff0c\u7136\u540e\u521b\u5efa XGBoost-Sklearn \u5f00\u53d1\u73af\u5883\u3002\n\n\u7b2c\u4e09\u6b65\uff1a\u70b9\u51fb\u5de6\u4e0a\u65b9\u7684\u6587\u4ef6\u540d\"Untitled\"\uff0c\u5e76\u8f93\u5165\u4e00\u4e2a\u4e0e\u672c\u5b9e\u9a8c\u76f8\u5173\u7684\u540d\u79f0\uff0c\u5982\"wine-quality-regresiion\"\n![notebook_untitled_filename](./img/notebook_untitled_filename.png)\n![notebook_name_the_ipynb](./img/notebook_name_the_ipynb.png)\n\n\n### \u5728Notebook\u4e2d\u7f16\u5199\u5e76\u6267\u884c\u4ee3\u7801\n\n\u5728Notebook\u4e2d\uff0c\u6211\u4eec\u8f93\u5165\u4e00\u4e2a\u7b80\u5355\u7684\u6253\u5370\u8bed\u53e5\uff0c\u7136\u540e\u70b9\u51fb\u4e0a\u65b9\u7684\u8fd0\u884c\u6309\u94ae\uff0c\u53ef\u4ee5\u67e5\u770b\u8bed\u53e5\u6267\u884c\u7684\u7ed3\u679c\uff1a\n![run_helloworld](./img/run_helloworld.png)\n\n\n\u5f00\u53d1\u73af\u5883\u51c6\u5907\u597d\u5566\uff0c\u63a5\u4e0b\u6765\u53ef\u4ee5\u6109\u5feb\u5730\u5199\u4ee3\u7801\u5566\uff01\n"}, {"metadata": {}, "cell_type": "markdown", "source": "## \u5bfc\u5165\u7c7b\u5e93"}, {"metadata": {"trusted": true}, "cell_type": "code", "source": "import pandas as pd\nimport numpy as np\nimport matplotlib.pylab as plt\nfrom matplotlib.pylab import rcParams\nimport seaborn as sns\nfrom statsmodels.tsa.stattools import adfuller\nfrom pandas.core.frame import DataFrame\nimport statsmodels.api as sm    \nimport statsmodels.tsa.api as smt \nfrom statsmodels.tsa.seasonal import seasonal_decompose\nimport requests\n#rcParams\u8bbe\u5b9a\u597d\u753b\u5e03\u7684\u5927\u5c0f\nrcParams['figure.figsize'] = 17, 8", "execution_count": 2, "outputs": [{"output_type": "stream", "text": "/home/ma-user/anaconda3/envs/PySpark-2.3.2/lib/python3.6/site-packages/statsmodels/compat/pandas.py:56: FutureWarning: The pandas.core.datetools module is deprecated and will be removed in a future version. Please use the pandas.tseries module instead.\n  from pandas.core import datetools\n", "name": "stderr"}]}, {"metadata": {}, "cell_type": "markdown", "source": "# 1.\u6570\u636e\u5206\u6790"}, {"metadata": {}, "cell_type": "markdown", "source": "## 1.1\u6570\u636e\u8bfb\u53d6\u5e76\u8f6c\u6362\u4e3a\u65f6\u5e8f\u7c7b\u578b\n\n\u672c\u6837\u4f8b\u6570\u636e\u5df2\u7ecf\u9884\u5148\u88ab\u4e0a\u4f20\u5230\u516c\u5171OBS\u6876\u91cc\uff0c\u6211\u4eec\u53ea\u9700\u8981\u4e0b\u8f7d\u8bfb\u53d6\u5373\u53ef\uff0c\u663e\u793a\u524d\u4e94\u884c\u5982\u4e0b"}, {"metadata": {"scrolled": true, "trusted": true}, "cell_type": "code", "source": "dateparse = lambda dates: pd.datetime.strptime(dates, '%Y-%m')\nurl = 'https://modelarts-labs.obs.cn-north-1.myhuaweicloud.com/notebook/ML_air_passengers/AirPassengers.csv'\nr = requests.get(url) \nwith open(\"./AirPassengers.csv\", \"wb\") as code:\n    code.write(r.content)\ndata = pd.read_csv('./AirPassengers.csv', parse_dates=['Month'], index_col='Month',date_parser=dateparse)\ndata.head(5)", "execution_count": 12, "outputs": [{"output_type": "execute_result", "execution_count": 12, "data": {"text/plain": "            #Passengers\nMonth                  \n1949-01-01          112\n1949-02-01          118\n1949-03-01          132\n1949-04-01          129\n1949-05-01          121", "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>#Passengers</th>\n    </tr>\n    <tr>\n      <th>Month</th>\n      <th></th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>1949-01-01</th>\n      <td>112</td>\n    </tr>\n    <tr>\n      <th>1949-02-01</th>\n      <td>118</td>\n    </tr>\n    <tr>\n      <th>1949-03-01</th>\n      <td>132</td>\n    </tr>\n    <tr>\n      <th>1949-04-01</th>\n      <td>129</td>\n    </tr>\n    <tr>\n      <th>1949-05-01</th>\n      <td>121</td>\n    </tr>\n  </tbody>\n</table>\n</div>"}, "metadata": {}}]}, {"metadata": {}, "cell_type": "markdown", "source": "# 1.2\u6570\u636e\u7a33\u5b9a\u6027\u5206\u6790\n\u5224\u65ad\u6570\u636e\u662f\u5426\u7a33\u5b9a\u5e38\u57fa\u4e8e\u4ee5\u4e0b\u51e0\u4e2a\u7edf\u8ba1\u91cf\uff1a\n\n1.\u5747\u503c\n\n2.\u65b9\u5dee\n\n3.\u81ea\u534f\u65b9\u5dee\n\n\u4e0b\u56fe\u6211\u4eec\u4ee5\u4e00\u5e74\u4e3a\u4e00\u4e2a\u7a97\u53e3\uff0c\u6bcf\u4e00\u4e2a\u65f6\u95f4t\u7684\u503c\u7531\u5b83\u524d\u976212\u4e2a\u6708\uff08\u5305\u62ec\u81ea\u5df1\uff09\u7684\u5747\u503c\u4ee3\u66ff\uff08\u6807\u51c6\u5dee\u540c\u7406\uff09\uff0c\u770b\u770b\u5747\u503c\u548c\u6807\u51c6\u5dee\u662f\u5426\u7a33\u5b9a\u3002\n\n\u7531\u4e8e\u539f\u6570\u636e\u503c\u57df\u8303\u56f4\u6bd4\u8f83\u5927\uff0c\u4e3a\u4e86\u7f29\u5c0f\u503c\u57df\uff0c\u540c\u65f6\u4fdd\u7559\u5176\u4ed6\u4fe1\u606f\uff0c\u5e38\u7528\u7684\u65b9\u6cd5\u662f\u5bf9\u6570\u5316\uff0c\u53d6log\u3002\u6240\u4ee5\u6211\u4eec\u5148\u5c06\u6570\u503c\u53d6log\uff0c\u7136\u540e\u6c42\u5f97\u8d77\u79fb\u52a8\u5747\u503c\u548c\u6807\u51c6\u5dee\u5982\u4e0b\u56fe\u6240\u793a\u3002\n\n"}, {"metadata": {"scrolled": true, "trusted": false}, "cell_type": "code", "source": "def test_stationarity(timeseries,months=12):\n    \n    #\u8fd9\u91cc\u4ee5\u4e00\u5e74\u4e3a\u4e00\u4e2a\u7a97\u53e3\uff0c\u6bcf\u4e00\u4e2a\u65f6\u95f4t\u7684\u503c\u7531\u5b83\u524d\u976212\u4e2a\u6708\uff08\u5305\u62ec\u81ea\u5df1\uff09\u7684\u5747\u503c\u4ee3\u66ff\uff0c\u6807\u51c6\u5dee\u540c\u7406\u3002\n    rolmean = pd.rolling_mean(timeseries,window=months)\n    rolstd = pd.rolling_std(timeseries, window=months)\n    #plot rolling statistics:\n#     plt.figure(figsize=(17, 8)) \n    fig = plt.figure(figsize=(15, 7))\n    fig.add_subplot()\n    orig = plt.plot(timeseries, color = 'darkorange',label='Original')\n    mean = plt.plot(rolmean , color = 'dodgerblue',label = 'rolling mean')\n    std = plt.plot(rolstd, color = 'orchid', label= 'Rolling standard deviation')\n    plt.legend(loc = 'best')\n    plt.title('Rolling Mean & Standard Deviation')\n    plt.grid(True);\n    #Dickey-Fuller test:\n    print ('Results of Dickey-Fuller Test:')\n    dftest = adfuller(timeseries,autolag = 'AIC')\n    #dftest\u7684\u8f93\u51fa\u524d\u4e00\u9879\u4f9d\u6b21\u4e3a\u68c0\u6d4b\u503c\uff0cp\u503c\uff0c\u6ede\u540e\u6570\uff0c\u4f7f\u7528\u7684\u89c2\u6d4b\u6570\uff0c\u5404\u4e2a\u7f6e\u4fe1\u5ea6\u4e0b\u7684\u4e34\u754c\u503c\n    dfoutput = pd.Series(dftest[0:4],index = ['Test Statistic','p-value','#Lags Used','Number of Observations Used'])\n    for key,value in dftest[4].items():\n        dfoutput['Critical value (%s)' %key] = value\n    \n    print (dfoutput)\n    \nts = data['#Passengers']\nts_log = np.log(ts)\n\ntest_stationarity(ts)\n", "execution_count": 14, "outputs": [{"output_type": "stream", "text": "/home/ma-user/anaconda3/envs/PySpark-2.3.2/lib/python3.6/site-packages/ipykernel/__main__.py:4: FutureWarning: pd.rolling_mean is deprecated for Series and will be removed in a future version, replace with \n\tSeries.rolling(window=12,center=False).mean()\n/home/ma-user/anaconda3/envs/PySpark-2.3.2/lib/python3.6/site-packages/ipykernel/__main__.py:5: FutureWarning: pd.rolling_std is deprecated for Series and will be removed in a future version, replace with \n\tSeries.rolling(window=12,center=False).std()\n", "name": "stderr"}, {"output_type": "stream", "text": "Results of Dickey-Fuller Test:\nTest Statistic                   0.815369\np-value                          0.991880\n#Lags Used                      13.000000\nNumber of Observations Used    130.000000\nCritical value (1%)             -3.481682\nCritical value (5%)             -2.884042\nCritical value (10%)            -2.578770\ndtype: float64\n", "name": "stdout"}, {"output_type": "display_data", "data": {"text/plain": "<matplotlib.figure.Figure at 0x7f97b9308d68>", "image/png": 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6NWFPAVwQlJaWMnXqVCorK7HW8sADD9C5c+dQN0tEREREJPyU7HDbrW/Cljfg6BmhbU+YUwAXBImJibXrvomIiIiISCNKdsBRU+HALnj/Bhg4DTrFhbpVYUtz4EREREREJHSKc6BbOpx+LxRuhc/vCnWLwpoCOBERERERCY2aKijdDYn9YMBpMOQi+Oz3UJgd6paFLQVwIiIiIiISGgd2ga2BhH7u9yl3A1GQ9dOQNiucKYATEREREZHQ8CYw8QZw3Y6CE34FmxfDN/8KXbvCmAK4AEhPT2fv3r0AJCQkALBz504uvPDCUDZLRERERCS8HR7AARz3U0gZAv+ZD1UVoWlXGFMA5wdrLTU1Nc06p2/fvrz00ktBapGIiIiISDtQ7AngEvsf2tcpFk67Bwo2w7pnQtOuMOZXAGeMSTbGvGSMWW+MWWeMmWyM6W6MeccYs8mzTfGUNcaYe4wxm40xq40x44N7C8GRnZ3NhAkTuPbaaxk/fjzbt2/n2WefJSMjg1GjRnHzzTc3ef6oUaMAeOKJJ5g9ezZnnXUWxx57LDfddFNtuUcffZQhQ4aQmZnJVVddxXXXXXdEXQsWLOCKK65g+vTppKen88orr3DTTTeRkZHBWWedRWVlJQArVqxgypQpHHfccZx55pnk5uYC8PDDDzNx4kTGjBnDnDlzKC0tBdxi5Ndffz0nnngigwcPVsApIiIiIm2rJAeiYqBLz7r7B06H6M6wf2No2hXG/F0H7m/Av6y1FxpjOgNdgVuB96y1dxpjbgFuAW4GzgaO9fyZBDzg2bbY/3wAa/NaU8ORRvSC26c0XmbTpk08+eST3H///ezcuZObb76ZFStWkJKSwvTp01m8eDEXXHCBX9dbuXIlX375JbGxsQwdOpT58+cTHR3NHXfcwRdffEFiYiKnnXYaY8aMqff8LVu28P7777N27VomT57Myy+/zF133cWsWbN48803Offcc5k/fz6vvvoqvXr14vnnn+eXv/wljz32GLNnz+aqq64C4LbbbuPRRx9l/vz5AOTm5rJ06VLWr1/PzJkzNexTRERERNpOyQ5I6AvmsH4lY6BrmktyInU0GcAZY7oBpwLzAKy1B4GDxpjzgUxPsSeBLFwAdz7wlLXWAp96eu/6WGtzA976IBswYAAnnHACAJ9//jmZmZn06tULgEsvvZQlS5b4HcCdfvrpJCUlATBixAi2bdvG3r17mTJlCt27dwdg7ty5bNxY/78ynH322cTExJCRkUF1dTVnnXUWABkZGWRnZ7NhwwbWrFnDGWecAUB1dTV9+vQBYM2aNdx2220UFBRQUlLCmWeeWVvvBRdcQFRUFCNGjGD37t3NfUQiIiIiIi1XsqPu/DdfCX3gQMSFEEHnTw/cYCAPeNwYMwZYAdwApHqDMmttrjGmt6d8P2C7z/k5nn11nr4x5ofADwFSU1PJysqqc9GkpCSKi4sBuDFIgzA91derpKSELl261LahtLSUysrK2t/Ly8s5ePAgxcXFWGspKSkhNjbWU28xJSUl1NTUUFxcTHl5OcaY2nOttRQVFTVap6+KigpiYmJq98fExFBSUgJAZWUlBw4coKSkhGHDhvHee+8ddo/FXHHFFfzjH/8gIyODhQsX8uGHH1JcXExlZWVtG73tOvzaHVl1dXWDz6O8vPyIz6y0LyUlJXrHHZTefcem99+x6f23veP3bKak69Gsree5jyyLocv+zSxvg3cSSe/enwCuEzAemG+tXWaM+RtuuGRDTD377BE7rH0IeAhgwoQJNjMzs87xdevWkZiY6EfzgiMhIQFjTG0bMjMzueWWW6ioqCAlJYVFixYxf/58EhMTMcaQkJBQWzYxMZGEhASioqJITEwkLi6Ozp071x7v1KkTXbt2ZcyYMdx6661UVVWRmJjIm2++SUZGxhH3HRsbS2xsbJ393p+9x8aPH8++fftYs2YNkydPprKyko0bNzJy5EhKSko45phjiIuL4+WXX6Zfv34kJiYSExNDly5d6q1XXPDb0POIi4tj3LhxbdwiaUtZWVkc/t8l6Rj07js2vf+OTe+/jVkLq/bRddCF9K7vuVeNgg3r2uSdRNK79yeAywFyrLXLPL+/hAvgdnuHRhpj+gB7fMof5XN+f2BnoBocKn369OH3v/89U6dOxVrLOeecw/nnn9+qOvv168ett97KpEmT6Nu3LyNGjKgdZtlcnTt35qWXXuL666+nsLCQqqoqfvKTnzBy5EjuuOMOJk2axMCBA8nIyFAvm4iIiIiEXkUhVJXWzUDpK74PlOdD9UGX0EQAMG6qWhOFjPkQ+C9r7QZjzAIg3nMo3yeJSXdr7U3GmHOB64BzcMlL7rHWHt9Y/RMmTLDLly+vs2/dunUMHz682TcUSI31wARKSUkJCQkJVFVVMWvWLK688kpmzZoV1GuKfxp7/+Hw+ZTgiqR/iZPA0rvv2PT+Oza9/za2dw08mQHnPgvDLjny+OqH4Z0fwlXboNuAoDYlHN69MWaFtXZCU+X8zUI5H1joyUC5Ffg+bgmCF4wxPwC+BeZ6yr6FC942A6WestKABQsW8O6771JeXs706dP9TooiIiIiIhLR6lvE21e8S8jHgdygB3CRxK8Azlq7EqgvGjy9nrIW+HEr29Vh3H333aFugoiIiIhI2ytuIoBL8ARwJcpE6cuvhbxFREREREQCqrYHrm/9x3174KSWAjgREREREWl7JTugS0/oFFf/8a69AaMA7jAK4EREREREpO01tog3QFQnF8QpgKtDAZyIiIiIiLS9pgI4cMMoFcDVoQCuEcnJyYwdO5ZRo0Zx3nnnUVBQ0Gj57OxsRo0aBbhUpDNmzADgtdde48477wxaO7Oysvj4448DVt+CBQtanVwlPT2dvXv3NlrmiSee4LrrrmtR/Q8++CBPPfVUo2UWL17M2rVra3//9a9/zbvvvtui64mIiIhIgBXnNB3AJfRREpPDKIBrRJcuXVi5ciVr1qyhe/fu3HfffS2qZ+bMmdxyyy0Bbt0hgQ7gmquqqqrNr3n11Vdz+eWXN1rm8ADuN7/5DdOmTQt200RERESkKVUVUJanHrgWUADnp8mTJ7Njh8uUY63lF7/4BaNGjSIjI4Pnn3++0XN9e5rmzZvH9ddfz4knnsjgwYN56aWXAKipqeHaa69l5MiRzJgxg3POOaf2mK977rmHESNGMHr0aC655BKys7N58MEH+ctf/sLYsWP58MMPef3115k0aRLjxo1j2rRp7N69G3A9a1deeSWZmZkMHjyYe+65p7be3/72twwdOpRp06axYcOG2v0PP/wwEydOZMyYMcyZM4fS0tLa+7jxxhuZOnUqN998M/n5+UyfPp1x48bxox/9iIYWiH/88ccZMmQIU6ZM4aOPPqrdn5eXx5w5c5g4cSITJ07ko48+oqamhvT09Do9n8cccwy7d++u00tYXxs//vhjXnvtNX7xi18wduxYtmzZwrx582qf6Xvvvce4cePIyMjgyiuvpKKiAnA9h7fffjvjx4/nhBNOYP369Y2+WxERERFpAW9Q5k8AV7oHaqqD36YI4e9C3iGVt2gXFTsqAlpnbL9Yes1K86tsdXU17733Hj/4wQ8AeOWVV1i5ciWrVq1i7969TJw4kVNPPdXva+fm5rJ06VLWr1/PzJkzufDCC3nllVfIzs7mq6++Ys+ePQwfPpwrr7zyiHPvvPNOvvnmG2JjYykoKCA5OZmrr76ahIQEfv7znwOwf/9+Pv30U4wxPPLII9x111386U9/AmD9+vW8//77FBcXM3ToUK655hpWr17Nc889x5dffklVVRXjx4/nuOOOA2D27NlcddVVANx22208+uijzJ8/H4CNGzfy7rvvEh0dzfXXX8/JJ5/Mr3/9a958800eeuiheu/79ttvZ8WKFSQlJTF16lTGjRsHwA033MBPf/pTTj75ZL799lvOPPNM1q1bx/nnn8+iRYv4/ve/z7Jly0hPTyc1NbVOvQ21cebMmcyYMYMLL7ywTvny8nLmzZvHe++9x5AhQ7j88st54IEH+MlPfgJAz549+eKLL/jzn//M3XffzSOPPOL3uxURERERP3iXEEjs33i5+DSw1VC2F+JTGy/bQagHrhFlZWWMHTuWHj16sG/fPs444wwAli5dyne+8x2io6NJTU1lypQpfP75537Xe8EFFxAVFcWIESNqe8eWLl3K3LlziYqKIi0tjalTp9Z77ujRo7n00kt55pln6NSp/vg7JyeHM888k4yMDP74xz/y9ddf1x4799xziY2NpWfPnvTu3Zvdu3fz4YcfMmvWLLp27Uq3bt2YOXNmbfk1a9ZwyimnkJGRwcKFC+vUNXfuXKKjowFYsmQJl112We01UlJSjmjXsmXLyMzMpFevXnTu3JmLL7649ti7777Lddddx9ixY5k5cyZFRUUUFxdz8cUX1/ZwPvfcc3XO8aeN9dmwYQODBg1iyJAhAFxxxRUsWbKk9vjs2bMBGDt2LNnZ2Y3WJSIiIiItUNLEIt5eWgvuCBHRA+dvT1mgeefAFRYWMmPGDO677z6uv/76BocH+is2Nrb2Z29d/tb55ptvsmTJEl577TXuuOOOeoOV+fPnc+ONNzJz5kyysrJYsGBBvdeOjo6unb9mjKn3evPmzWPx4sWMGTOGJ554gqysrNpj8fHxdco2VIc/ZWpqavjkk0/o0qVLnf2TJ09m8+bN5OXlsXjxYm677bZmtbE+TT1r7zPyfT4iIiIiEkAtCuDGBrVJkUI9cH5ISkrinnvu4e6776ayspJTTz2V559/nurqavLy8liyZAnHH398q65x8skn8/LLL1NTU8Pu3bvrDUJqamrYvn07U6dO5a677qKgoICSkhISExMpLi6uLVdYWEi/fu4vw5NPPtnktU899VQWLVpEWVkZxcXFvP7667XHiouL6dOnD5WVlSxcuLDROrzH//nPf7J///4jykyaNImsrCzy8/OprKzkxRdfrD02ffp07r333trfV65cCbiAb9asWdx4440MHz6cHj16HFFvQ208/Ll4DRs2jOzsbDZv3gzA008/zZQpUxq8NxEREREJsOIct4B33JGjtupI8ARwykRZSwGcn8aNG8eYMWN47rnnmDVrFqNHj2bMmDGcdtpp3HXXXaSlta6XcM6cOfTv359Ro0bxox/9iEmTJpGUlFSnTHV1NZdddhkZGRmMGzeOn/70pyQnJ3PeeeexaNGi2iQmCxYsYO7cuZxyyin07NmzyWuPHz+eiy++mLFjxzJnzhxOOeWU2mN33HEHkyZN4owzzmDYsGEN1nH77bezZMkSxo8fz7///W8GDBhwRJk+ffqwYMECJk+ezLRp0xg/fnztsXvuuYfly5czevRoRowYwYMPPlh77OKLL+aZZ56pd/hkY2285JJL+OMf/8i4cePYsmVL7f64uDgef/xx5s6dS0ZGBlFRUVx99dVNPicRERERCRDvGnBNjeDSEMojmNYOBwyECRMm2OXLl9fZt27dOoYPHx6iFjnFxcUkJia22fVKSkpISEggPz+f448/no8++qjVgaG0XGPvPxw+nxJcWVlZZGZmhroZEgJ69x2b3n/Hpvffhp47BUwUXPxB02XvTYHhl8Lp9zZdtoXC4d0bY1ZYayc0VS4i5sB1FDNmzKCgoICDBw/yq1/9SsGbiIiIiLRPJTugz2T/ymotuDoUwIWRppJviIiIiIhEPGuhZGfTCUy8EvpoDpyPsJ4DFw7DO0UOp8+liIiISCuU5UN1BST6GcCpB66OsA3g4uLiyM/P15dlCSvWWvLz84mLiwt1U0RERKS92/4BVBSFuhWB5+8SAl7eAE5xARDGQyj79+9PTk4OeXl5IWtDeXm5vqh3YA29/7i4OPr37x+CFomIiEiHserv8O7VcOofYeLPQ92awCrJcdvmBHDVFVBR0PSyAx1A2AZwMTExDBo0KKRtyMrKYty4cSFtg4SO3r+IiIiExDf/hPd+7H4u/ja0bQmG2h44P/9BPN6T2O9ArgI4wngIpYiIiIhIh7P7S3h9LvTMgG7pLtlHe1O8AzCHArOm1K4FtytoTYokCuBERERERMJB0XZYPANiU2D2m5A8uH0m7yjZAfGpEB1hot+fAAAgAElEQVTjX3kt5l2HAjgRERERkVCrKIJF58LBYpj9FiT0dYFLe+yBK9nh//w3cMsIgJYS8FAAJyIiIiISStWVbtjkvnVw3svQK8Ptj+/bPrMvNjeA69wNOnVRD5yHAjgRERERkVBa8yhs+zdMexDSzzi0P8GTfbF8f+jaFgwlOc0L4IzRWnA+FMCJiIiIiITS3jUQmwQZP6i7P76v27anwKWyzAWkic1ckkkBXC0FcCIiIiIioVS0DboNPHJ/QjtM3tHcRby9EvpoDpyHAjgRERERkVAq2uaWDDicN/tie0pk0tIATj1wtRTAiYiIiIiEUkM9cO0xfX5rAriDRVBZGvg2RRgFcCIiIiIioVJe4AKT+gK4zgnQOVE9cNA+g9kWUgAnIiIiIhIqRdluW18AB4eWEmgvinMgJgFiuzXvvPg0t9U8OAVwIiIiIiIhU7TNbRsK4BLa2WLeJTuan4ES1APnQwGciIiIiEioNBXAtbceuMKtDd9rY9pjRs4WUgAnIiIiIhIqRdugUxfo0qv+4/F94MBOsLZt2xUM1sL+jZAytPnndukJUZ0UwKEATkREREQkdIq2QeIAMKb+4wl9oKocKgrbtl3BULITKg9A9xYEcCYKuqbCgV2Bb1eEUQAnIiIiIhIqDS0h4BXf123bQ8/T/g1u25IeONBacB4K4EREREREQqWpAC6hHS3mvc8bwA1p2fkK4AAFcCIiIiIioVFZCmV5HagHbiN06gqJzVwDziuhj5YRQAGciIiIiEhoFH3rtknpDZdpTz1w+ze43jfTwhAkvo8LeKsrA9uuCKMATkREREQkFIo9SwgkNtID1znRLXzdHnrg9m1oWQITL+9acKW7A9OeCKUATkREREQkFJpaA86rPSzmXVUBRdktT2ACWszbQwGciIiIiEgoFGa7tc0S+jZerj0s5l2wGWwNdG9hAhPwGU4a4c+ilRTAiYiIiIiEQtE2SOgPUdGNl2sP2Rf3b3Tb1vTAdU1z20h/Fq2kAE5EREREJBSaWkLAyzuE0trgtylYWruEAEB8qtsqgBMRERERkTbnbwAX3xeqSuFgcfDbFCz7N7iexNhuLa8jujN06akALtQNEBERERHpcKor4cBO/3vgILITmezb0LreN694rQWnAE5EREREpK2V5LikHv72wEFk9zzt39i6JQS82sN8wFZSACciIiIi0tb8XUIAfNLnR2gPXFk+lOe3LoGJV+JRbjmCSJ4P2EoK4EREREQkPH32B/jmn6FuRXA0J4DzLjMQqUMHvQlMAtED13sslO2Fkh2trytC+RXAGWOyjTFfGWNWGmOWe/Z1N8a8Y4zZ5NmmePYbY8w9xpjNxpjVxpjxwbwBEREREWmHNr4EH94Cqx8KdUuCwxvAJR7VdNnOidCpa+T2wO0PQAZKr96e0GL3F62vK0I1pwduqrV2rLV2guf3W4D3rLXHAu95fgc4GzjW8+eHwAOBaqyIiIiIdAAHdsO713h+3hXatgRL0TY3NLJTXNNljfEsJRChPXD7N0JUDCQNan1dvceAiYLdK1pfV4RqzRDK84EnPT8/CVzgs/8p63wKJBtj+rTiOiIiIiLSUVgL7/zIpczvM6kdB3DZ/g2f9IrvG7nJO/ZtgOSjIapT6+uKiYfuw2BPx+2B8/cpWuDfxhgL/N1a+xCQaq3NBbDW5hpjenvK9gO2+5yb49lX5xNnjPkhroeO1NRUsrKyWnwTwVJSUhKW7ZK2offfsen9d1x69x2b3n/opea/zfDsV9nc/xo6V+6jf/EXLHn/fdcLFWRt+f4n7V5PcdehrPXzeiNKo0ko3cxnEfj5nJjzBWWx/VkToLYPs/1I2f4pnwTwWUTS331/A7iTrLU7PUHaO8aY9Y2Ure9v1xFpYjxB4EMAEyZMsJmZmX42pe1kZWURju2StqH337Hp/Xdcevcdm95/iBVthyfvh36ncMzc/4Mv/ga7nydz8jiISw765dvs/dsaWLmXLsdcRu9T/byefRW+Wh55n8+aaliZS/yoi8ickhmYOhNXQtY7ZE4cBvFpAakykv7u+zWE0lq707PdAywCjgd2e4dGerZ7PMVzAN/ZmP2BCJ1xKSIiIiJtwlp4+0qw1XDW4xAVfejLeXsbRnlgF1QfbOYQyj5QWeKGlkaSomx3r4HIQOmV2rETmTQZwBlj4o0xid6fgenAGuA14ApPsSuAVz0/vwZc7slGeQJQ6B1qKSIiIiJSr1UPwrfvwpS73XwpOBTAlbazAK45Swh4RepSAvs3um0g1oDz6jXWbTvoPDh/hlCmAouMG3fcCfiHtfZfxpjPgReMMT8AvgXmesq/BZwDbAZKge8HvNUiIiIi0n4UbYcPfg4Dp8PoHx3aX7uAtQK4Oot5dw9AOv62Esg14Lxiu0HKsR22B67JAM5auxUYU8/+fOD0evZb4McBaZ2IiIiItH/b/wNVpZD5p7rJSmqHUEZYr1NTOlQP3AaITYYuPQNbb+/jYOfHga0zQrRmGQERERERkdbb+zVEd3bp4X3FJrv97bEHLi7FLdDtr9oeuAgL4PZtcL1vgc4imjoeir+F0r2BrTcCKIATERERkdDat9YFb4evE2YMdE1rnwFcYjN63wBik9yi3yURlhtw/8bAzn/z6u1JZLLny8DXHeYUwImIiIhIaOWvhe4j6j8W304DuOYMnwQXzEbaYt4HS6BkR2Dnv3l5M1F2wEQmCuBEREREJHQqD0BhNvRoJIBrT1korXUBXFJ688+N7+OSmESK2gyUQUi6EpcCSYNg94rA1x3mFMCJiIiISOjs2wDYRgK4PpGXuKMx5fvcem7N7YEDl8gkkp6FNwNlMIZQghtGqR44EREREZE2lP+12zbWA1e2F6or265NwdSSDJReEdkDZyD5mODUnzoeCrZAeUFw6g9TCuBEREREJHTy10JUTMNf8uPTAAtleW3arKBpTQCX0BcOFru5ZZFg/wZ3nzFdglN/6nFu62cik6oaWLULln4bnOa0FX8W8hYRERERCY78tW6OVHRM/ce7eteC23VoLbRI5g3gmpuFEuouJdD52MC1KVi8SwgES+9xbrvnCxgw9YjDFVWweg8sy4HPdsLynXCgEob1gLcvC16zgk0BnIiIiIiETv7aQ1/E6xPvE8C1B0XboFNX6NKj+ef6BnApYR7AWeuGUPY7KXjX6NobEvrDbjcPrqwSvtwFy3a4P1/kQkW1Kzq0B8weDif0g4n9gtektqAATkRERERCo7IMCrfC8EsbLpPgDVraSwCX7YYVtmRha28PZCQkMtnzpUvWEqwEJh6VvY9ncc4AnnsBVu2GyhqIMjCiF1yWAZP6w8S+0D1IozhDQQGciIiIiITG/g1ga6DHyIbLdE1120ha/6wx+V9Dj1EtO7e2By7ME5mU7oHX5rj2DpkTlEtUVMFL6+D+XY+QczCFoRXV/GBcNJP6wYS+0C02KJcNCwrgRERERMJVVQVERUNUO/3Klr/WbRvKQAnQKQ5ik9tHD1zlAdi/GYY10uPYmLgUiI4N7x64qgp4dbZbu+/iJYeGwAZIeRU8uwb+vgJyS2BcMvym7FxOy/xvzFEnB/Ra4aqd/tdAREREJMLUVLseqdzPYJfnT95qN4foovdD3brgyF8LJrrp+VztZTHvvK8AC73GtOx8Y8J7KQFr4Z2rYOdHMOMFSJsYsKo35sM/1sDL66CoAib1g7vPgJNSyjAPvQV5Z4ICOBERERFpExVF8MRwKPF8Me+cCKkToGeGC+hsDZh2uPpT/loXvEV3brxcfFr76IHLW+W2vVsYwIGbBxeuw0k/uxPWPg0n/gaGzm11deVV8NZm+MdX8PlOiImCs4+B742G42sTkfR1n48OtKC3AjgRERGRUMv91AVvJ/4PDJnrUq+bKFj5ALx3LRTvgG5HhbqVgZe/Fno2Mv/Nq2sa7F4e/PYEW94q6NwNuqW3vI74PrB3TcCaFDCbXoGlt8Kw78AJt7Wqqs37DvW2FZTDoGS49WS4cDj06FrPCb3Hw+4VrbpmJFEAJyIiIhJqucsAA+NvgNikQ/u9a2jt39D+AriqCijYDEMvarpsQh/YGqa9Ts2Rtwp6jW5ZBkqvpMGw9Q2oqQqfuZH56+Ct70GfSTD90RbdX0UV/GuL6237dIfrbTvzaPhuBkzu7zJLNih1PGT/CypLIaa+CK99CZO3LiIiItKB7VoG3YfVDd7gUAr2fRtg4LS2b1cw7d8ItrrxBCZeXdNcApCDJdA5IfhtCwZb4+Y0jryidfX0GAHVFVD4TfisBbf+Oaguh5mLIKZ5+fprLDy5Cu75DPaVwYAkuOUk19vWK97PSnpmuOdbsNkFyO2cAjgRERGRULLW9cANnnHksYS+EBPvgp32xp8MlF6+i3l3PiZ4bQqmwm/cumgtTWDi5X1ee78OnwBu58fQc/ShNfv8lF0Av3gHPtsJpwyAH42HkwY00dtWn+Sj3bZgS4cI4NrhbFgRERGRCFL4DZTtdcPPDmcMpAxxQyjbm/y1bp5fypCmy/oGcJHKm8Ck1QHccLfdt7Z19QRKTZWbw9nvJP9PsfD4SjhzIazf67JJPn0BnDKwBcEbuGGl4BaF7wDUAyciIiISSrnL3DatngAO3DDK3E/brj1tZd9aSD7GrfPWFG8AF8lLCexZ5QLWni1cxNurcyIkDjjUgxlqe9e4nsW+J/pVPLsAbnoXlu2Aqelw5+mQ1tpRsXEp7k+BAjgRERERCbZdy6BTF+iVUf/x7kNhw/NQWdbs+UVhbe/X/g2fhEMBXDgvYN2UvFWQfGxgkmz0GBE+AdzOj922iQBufxn832fw1Gro0sn1ul04vHX5XOpIGgyFWwJUWXhTACciIiISSrnLIPW4hjMKpgwFrPty2trem3BRfRAKNsGxs/wr36WnW/A7knvg9q6G1AAtbN1jBORkucXfo6IDU2dL7fzYLW3QbWC9h8ur4ImVcN/nUFIJF42AGydDqr8JSvyVNBjyVga40vCkOXAiIiIioVJ9EPZ82fDwSTi0lMC+djQPrmCzmzvlbw+ciYL41MidA1dR5OY6tmYBb189RkBVORRlB6a+1tj5set9O6wrrboGXlkHpz0Fv/8IjusLb18Kf5gWhOANXCKTwmwX1LZz6oETERERCZW8VS4lfH0JTLy8mQbbUyIT7/C/7n4GcOCWEojUAC5vtdu2NoGJVw/P4uf5aw9lYAyFklwXmI69rnZXeZVbgPvvK2BbIYzqDX88A04K9jKGSYOhphJKchrsDWwvFMCJiIiIhIo3gUljAVznRLecQHvqgctfCxi39p2/4iM5gAtQBkovbybK/LVw9HmBqbMlvPPf+p1EcQUs/Aoe+RLySmF0b3jgHDjrmBZmlmwubybKgq0K4EREREQkSHKXucAksYnuiZSh7WstuL1fQ/Lg5iVliU+L3DlOeasgrjsk9AtMfbFJrq5QJzLZ+THl0d149NvjeHAxFB2Ek4+Cv50FJ/YPYIISf/iuBTdgahteuO0pgBMREREJlV3L3Py3pr7pejNRWtvG34qDZN/a5g2fBE8P3O7wSNzRXHmrXO9bIN9diDNRWgtvbu3C76PXk/NpJ6YNghsmwejUEDUosb9LBNQB1oJTEhMRERGRUCjbB/s3NT580itlCJTvdwt+R7qaKjcc1N8EJl7xfcBWQ3l+cNoVLDXVsPerwA2f9PIGcLYmsPX6YdUuuPDFGn5c/L8kdrYsnAWPzgxh8AYueOuW3iECOPXAiYiIiITC7s/d1q8AzicTZddewWtTWyjY4pJNNDuA86wFd2AXdO0d+HYFS8FmqCoLQgA3EqpKoehbSEoPbN0eBeWwMR9yimFHEewodgtxf5IDPWOruLP6x1x02gyiB5wflOs3W9Jg9/lq5xTAiYiIiIRC7jLAQOqEpst6lxLYvxH6nxzUZgWdd9hfz5HNO6+rTwDXa3Rg2xRMgU5g4uUNgPPXBjyAW7ULnlgFb2yCgz5Z+Xt2gX7d4McT4RrzAIkfPwL9fhvQa7dK8mDYsDzUrQg6BXAiIiIioZC7zH0Jj+3WdNlu6RDduX0sJVC7hEAzMlBC3R64SJK3yg3va26PY1O6+2SiHHxOq6s7WA3/3AyPr4Qvd0F8DHxnFJw+CPp3g36JEOcbObyaBcnHhFdvaNLRUL4PygsgLjnUrQkaBXAiIiIibc1aF8Ad4+fQs6ho92W5PSwlULAZEvpDTDNXc64N4HID36ZgylvlgtVOsYGtt0t390xamciktBKe+Qoe/gL2HIBBybBgClw4HBIbarK1sOOjgASOAZXsWUqgcCvEja+/zJ5VbmkOb9kIpABOREREpK0VbnXJOPyZ/+aVMgT2rQ9em9pK4VZIGtT88zonuKAv0nrg9qyCo6YEp+4eIyH/6xadWloJT6+Gh1bA3jKX9v+uaTBloB/rthVsgbI86Htii64dNEmepQQKt0JqAwHcBz9zCYG+t6Lt2hVgCuBERERE2pp3Ae+05gRwQ2Hrmy6LY1QEf4Ur2AoDT2/ZufF9IiuAK9sHJTmBn//m1WMErHm8WctLlFbCU57ALb8MThng0v9P7NuM63oX8A67AM7zDwMNJTKpqYZdn8Hw77Vdm4Iggv/2i4iIiESo3GXQqWvzEnl0H+qyNxZmQ8oxQWtaUFWVQ8kOly2wJeLToDSCArhgJTDx6jECKkugOAe6Nb4YvLXw1mb4zRLYVQKnegK3Cc0J3Lx2fgyduwV+Xl9rxXaDLj0bXkogfy0cLIa+J7RtuwJMAZyIiIhIW9u1DNImNK8nzbuUwP4NkRvAFW0DbOsCuL1rAtqkoGqLAA7cwuiNBHDbCuBXWfDBNhjRE+49Cyb2a8V1d34MfSeDCcMlpZOPdr289cn91G37TG679gRBGD51ERERkXasqgL2fNm84ZNwaCmBSE5k4u0ZaWkA1zUtspKY5K2CrqkQH6QVrrv7LCVQj4oquOczOOMZWL4Tfn0qvP6dVgZvFYUuiA634ZNeSYOhsIEhlLmfQlwPF+RFMPXAiYiIiLSlvFVQfbB5CUwAuvSAuO5uLbhI5e0ZaWkGwPg0F0BUlkFMl8C1K1jyVgWv9w2ga0+Xxn9v3UQmpZXw4lp45Ev4thDOPdYFb2kJAbhm7qeADe8AbsMLUF0J0TF1j+38xA2f9HO+YLhSACciIiLSlrzD6hrKkteYlKGRvRZc4Vbo1MX1SrWEdymB0t0BX7w64KorXYbIcTcE9zo9RtT2wOUWw5Or4B9roLACxqbC/051mSUDZsfHbuhkc/8Boq0kHw22Goq/rdvTVl4A+9bB8O+Grm0BogBOREREpC0VbHaLcicOaP653YdC9tuBb1NbKdzqekha2gMS38dtD+wK/wAu9xPX05o2IbjX6T6Cr9at4ZF/Wd7YZKixcObR8F/j4Lg+Qehs2vkR9Bzt1lILR97huQVb6wZwuz5z2wif/waaAyciIiLStvZvcutVRUU3/9yUoW4OWEVR4NvVFrwBXEvVLuYdAZko1zzmMjUOnhGU6qtr4N9b4KKcW5lR8wHvbLVcMRo+uAIePNdll/Q7eCv8BrJ+1vTnqqIQdnwIA1q4DERbSPZZC85X7qeAgbSJbd6kQFMPnIiIiEhbKtgMyS3MItl9iKeOTZB6XODa1BasdYHCUVNbXkftEMowD+AqimDDizDiexDTNaBVl1bCC2vh8S8huxD6denBbdU3cvG559HtmBY828oDsPh82PuVC67H/bjhslvfcr2Kx85q+Q0EW0Jf18N9+FpwOz9xy3bEdgtNuwJIPXAiIiISHnI/c1/w2zNb4wK4lGNbdn5KBGeiLMt3a3C1pgeuSy/AQEmYZ6Lc8DxUlcKoKwNWZXkVPPIFnPw43J4FKV3gvrNhyXeLuMr+hW5Fq5tfqbXw9n+5rJLxabD2qcbLb37FlesbxsMQTRR0G1S3B87WuKU7+kT2+m9e6oETERGR0Ks+CC+e5tZFm/ECpE8PdYuCoyQXqspa3gOXfIz7ghqJAVxrlxAAl1WwS8/w74Fb8yj0GBmQ4XoHq+H5r+H/PoPdB+Cko+Cnk3yWArC9XGr8BpYSaNSKP8OG5+Dk30F0LHzwM8hfDz2GHVm2sgy++ScMvyw813/zlXx03QBu/yYo398u5r+BeuBEREQkHOz50g3lMlHwyjnw5b2hblFwFGxy25b2wHWKhW7pkZmJsjaAG9S6euLTwnsO3N6vIXcZZPygVRlEvIHb1CfhtvfhqG7w7Gz4x+zD1nEzpk4mSr99+x9YchMcOweOv8VlZzRRsO7p+stve8f9HT12dovvqc0kDXZDKK11v+/8xG37to8eOAVwIiIiEno5H7rtdz+DQefAf+bDuz+GmqrQtivQ9m9225b2wIHLRBmJa8EFLIDrE94B3JrHICrG9VS1QGklPPYlTHkCbnrXDZV88nx4aS6ceFQDJ/UY4ZYs8AYsTSnaBq9fBN2HwVmPuyAwPg3Sz4S1T7shh4fbvAhik+GozBbdV5tKHgwHi6B8n/s991OITXL32w4ogBMREZHQ2/GhC2pSjoHzF8GEX8Cq++Hls936Te1F7RICDX0T90PKEBfA+ftlPVwUbHVBQmuTeoS6By73M9izsv5j1QddAHT0TOjaq1nVFpbD35bBSY/D/yyB/t3g8Znw+iWQmd5EZ16PkW6IoD/PpbIMXp0NNZUwc1Hd5QBGXA7F22H7B3XPqamCLa+5jJrRnZt1XyGR5MlE6U1kkvsppE0K/6GffmofdyEiIiKRy9bAjo+g3ynu96homHIXTH8Ucj6AFzLr7xGIRAWb3PCuliwh4JUy1A1lK9kRuHa1hdYuIeAVn+bmwIUqgP33f8GzJ7nP7OG2vgFlec1KXlJQDnd9BJMfgz9/CuPSXG/bi3PhtEF+jsLsPc5tdy9vuuzSW2HPF3DOwkNZTb2OPt8tfbD2sGGUOUtcb1YkDJ8E1wMH7jN3sMRl2GwnCUygGQGcMSbaGPOlMeYNz++DjDHLjDGbjDHPG2M6e/bHen7f7DmeHpymi4iISLuwbz2U50P/U+ruz7gSpvwJ8la1n+yUrVlCwKu7NxPl+ta3py0FKoBL6Od6ukLRC2ete4dVpW6u5u4v6h5f85hLY+9HEp7iCvjrpy6r5P3L4fRB8K/vwmMzYWLfZrYrdTyY6EOLVTdmy6twzAVwdD3r08V0gSEXwsYXobL00P5Nr0CnLm6IZSRI8gngdn3u/gGoncx/g+b1wN0ArPP5/Q/AX6y1xwL7gR949v8A2G+tPQb4i6eciIiISP12LHXbficfeazfiW6758u2a0+wWOvmwLU0gYlX9+Fum7+u8XLhpPqgG5oXiACu91i33fNF4+WC4cAul0X0+FsgLgVemu5S8AMU73BZGkfOc9lUG6riIDywHE5+Av6yzM1r+9el8H9nw/Dmjbo8JKYr9MxwwzsbU5rn/jGk74kNlxlxOVSWwObF7ndb4+a/pZ8V8DXtgiamq+upLdjiWcAbN4SynfArgDPG9AfOBR7x/G6A04CXPEWeBC7w/Hy+53c8x0/3lBcRERE5Us6H0DW1/p6pHiNdz0JDc44iyYFc13PT2h64+DSXTGJfBAVwRd+6QCA5EAHceMC4npW25k3E0n8KzH3PzQd76QyXpn7tU+4eR37/iNOKKmDxevjRGzD+YbjzIzdU8o1L4KEZMKxnANrW53jXA9fY0NLcZZ6yjQQz/U+BbgMPrQm363Mo2Rnei3fXJ2mwe1+5n7phx126h7pFAePvOnB/BW4CvLMcewAF1lpvaqgcwJvQtB+wHcBaW2WMKfSU3+tboTHmh8APAVJTU8nKymrhLQRPSUlJWLZL2obef8em999x6d23vRO2vENx16F8/cEH9R6fEDeQinXv8lXVtKC3JZjvP6l4JeOAVd+Wsr+gddcY16kfNVs+YVWn1tXTVlKKPmcM8OXWQgrzslpd38S4AZSvfZuvDma2ui5fTb3/1Py3GQ4s25BHWVwcXQf+jrEbf0LN0yeDMZQnjGHlqhwgh8oaw7KC3nxW0JuvS1KoslEkd6rgpKS9nJiym2Pii8hfB1kBisPTCrsxrKKAZW8/Q1lc/Uly0ne8wECi+HDDAWo2N3yf6V1PZWD2Qj7590v03/My/Ynm453JVO1p+JxwM6w8nuTiVUTZSvYlHc/6Jv5eR9J/+5sM4IwxM4A91toVxphM7+56ilo/jh3aYe1DwEMAEyZMsJmZmYcXCbmsrCzCsV3SNvT+Oza9/45L776NFW2HFbuJO+m/yRyfWX+ZspNI+Pa9NnkvQX3/X22BjTBmypzWp9KvOAG2vh45n9VV62ETjMucA4n9mi7flPJM4r/5J5lTprRqrbXDNfn+P86CbMOkMy4+lI1x/Bh4cSpUFBJ32l2cNCyTl9e5hbdziqF/IswbC2cfA+P7xBJl+nGo3yOA9vaEJ+9m0gADIxq4h5d+B70yOPX0sxuva19fePxpTkz5BrYvh4GncfK08wLe5KDqnAWfvANA2rgLSBuT2WjxSPpvvz9DKE8CZhpjsoHncEMn/wokG2O8AWB/YKfn5xzgKADP8SRgXwDbLCIiIu1F7fy3Uxou03ucG8JVuqdt2hQs+ze59cFas4SAV4/h7nmU5be+rrZQsBWiYyGhT2DqS53g7r84JzD1+atgi3t/vqn0U8fBnH9TPfrHvGIvYdrTcPN70KMrPHUBLP0+/OpUmNAXooI5qaj7cIiJbziRia1xxxobPllb1xCXtXH53S5pS6Rkn/TlO9+yHWWgBD8COGvtf1tr+1tr04FLgP9Yay8F3gcu9BS7AnjV8/Nrnt/xHP+PtZG2UImIiIi0iR1LISYBeo1uuEwvb9KKCJ8HV7DZs4SAvzNYGtFjhNtGSiKTwq2u1zFQ63ClTXTb3W08D65wKyQfXWdXeRW8sO94ztx1Lz99rzNdYuCR8+DVi2HKwIB2EDYuKhlLkfAAACAASURBVNoFtt55bofbtxEqCv1P5jHics8/mhi3vECk8b6nmHjoOSq0bQmw1vwtuhm40RizGTfH7VHP/keBHp79NwK3tK6JIiIi0m7t+NBlxGssqKnNOhjhmSgLNruFygPBm4kyUhKZFH4TmAyUXr3GuM/MLj/WPQukgi2197G9CH6/FCY9Cr941wVq950Nb30XzhjchoGbr7TjIW8lVFUceWyXHwlMfA29yPUY950cuJ7TtuT9vKVNDMw/moSRZt2NtTYLyPL8vBU4vp4y5cDcALRNRERE2rPy/S4F+9CLGi8XlwLd0iO7B867fthRUwNTX7cB0Kkr5K8NTH3BVrjVBQKB0inOpc1vy0yUlQewpbv5yJzOE6/Du1tdkDZ9MFwxBib3D1HQ5qvPJFh+EPauPtRL6ZW7DDonQvdh/tXVpQec/TQkpQe8mW0iPg0S+sPAptfkizTtKxwVERGRyLHzY8DWv/7b4XqPjeweuAO7oPJA65cQ8DJR7ot4JPTAle+HioLA9sCBGy648UUXHAc5ciqugJc/L+Sp6LVsWTec7l3g2olw6Sjo1y2ol26eNE/fSu5n9QdwaRPdUEt/Dbs4cG1ra8bAlRvc3Mt2JkADkUVERESaKedDN0Qr7YgBPUfqPQ72b4SDJcFvVzAUbHLb1i7i7avH8MjogfOunRboAC5togsMC7YEtl6P8ir4fCf86n03TPL2FX1JpIi/TNrKJ1fCTSeGWfAGkNjf9TztOmweXGWZp1eu/Sxm7ZeYrs0LWCOEeuBEREQkNHYshdTj3JespvQaC1jY+1Vgh+K1lf2b3TZQPXDgEpmsWwgHi93QuHBV4AngArGIt6/UCW67e3mr5xYerIbN++CD/DTefg9W7oYNe6HaQudoOG8IXB7zD8Z+cSmMyQ/fb9DGuH8QyT0sE+WeL6Cmyv/5bxLWwvXjJyIiIu1ZVbnLIDjuBv/K9x7ntnu+jMwArmCTS6TQbUDg6qxNZLL+yOFy4aS2B66Va98drucoNzxu1+cw7BIAaiyUVUKpz5/KGre/2rqttVBQDhvyD/3Zuh+qagCG0S0PxqTC1RNgbKpL/9+9C/DexxCb5OZkhrM+k2DLa1BeAHHJbl9uMxOYSFhTACciIiJtb9fnUH0Q+jey/puvxP4Q1z1yE5kEcgkBL9+lBMI9gOvSq9m9hOVV8NF22HPgyGMV1bC7JIZdca+Quy6NXdtg9wEXsDVH/24wrIfLGjmsB5RmL+Pi6ZPqn1JXsAWSjv5/9u47rur7evz468MGkSkbBLfgBPc2xhUzbWL23k3apGm/aTrTPdLm1zRt0zRpM01aM43GDFc0GnFvxQmKgkwRFNnw+f1xuMHBuMDncu815/l48PjgZ7zvG68x9/g+73NcoFJJG2wpyQVbIHG6fJ+3Ebr3lPRK5fY0gFNKKaVU18tdK8fY8fbdbxiyCueuhUxOHbY2fRKkz5WHt+vvgyvNsjt9sqoO1mTDJ4dgxREor2n5Xi8PiPYcQ3TtAQb1bGBakgfdfcHfGwK8IMBbvvfzlD8+Hud8dfOBfmEQ6HP+mKvzKluOz8qyWu9X6CpsqaV5G5sCuPyNuvp2CdEATimllFJdL2cthA+SUuX2ihgOO/4he3ncqa+TaUoKZcIUa8f18JKiKK5eibIsq8XgwTQhqxQ258pq2xdHJWgL8YMr+8lX/7CLn/PygPAA8MhYAp/fDWP3Nq1IOkJDvfSy6zvXca9hFb8QCB0A+Y374M4WwOlsSP2uc+elLONGf/sppZRS6pLQUC8tBJJvbd9zUalQXy17vnoMdszcHKGiwNoWAucKT3HttNKGOgkeBt7C6Wo4cUa+Dp+CLSfk62Sl3BrmD1c1Bm3j4sHbnuKBttTR/M2ODeDKc6Gh1vpCLI4SMwaOLpUI2bb/7ZtWgfISpgGcUkoppbpWyT6oOQ2xE9r3XMRwORbucK8A7pQDWgjYhCXDoQ+lKIyXn+XD1zdAcSWcrpZeaGdq5Fhd3/y9p6uhtFqKhJRWwakztRR47CRvRz/Kt55/f2IwXJYkRUJGxUKf0A5sLwsdAN6BkL8FBt3VwZ/SDrZWBcF9HPcaVooeDRlvwpnjkj5peEJUmrNnpSyiAZxSSimlulbxHjlGDGvfc2EDJEgp3A4pt1s/L0cpdUALAZvwFDAbpEdeJ/ZnVdXB3iI4dBKOlMpX1inILpMS++3hYUCwr6RBhhg19DYPMiEpmJiYeGIDIba7BG8R3To83XNerDEwKdhiwWCtKHNQKwRHiWksZJK/SVbgIoba165DuQUN4JRSSinVtYr3yP6tsAHte87DC3oMgSIXThlszilbC4FE68e2tRI4uc/uAM404fhp2JYH2/PlK6NIyu2D9D1LDIbeoXB5L6nUGOwrBT+6+0KQD/h5Nb9aFuwr93jYru16F5Y/CJOzwVFNr6NGwc4XoL4WPL0d8xqlmfIedk9wzPhW6zEUPH3gxIbGNgu3OHtGykIawCmllFKqaxXvgZB+8gGzvSJT4eB7EoW4ejl3m9LD0gPNEYVXQvuD4dFmIZNTlVIkZM0x+OoY5J6R8wHeMDQKHkiD4dGQ3APiuoOnh0XzK8uSSpmBcRYN2IzokbC1Ck7uhcjhjnmNsiwJwN2leI6Xr/y3cuB/kq6sFSgvKW7yp1AppZRSl4yTe5sac7dXZCrseln29ljZFNuRTh1yTPokgLe/BIcXtBJoMGFnAaw8AquPwp5CMJHVs3EJ8PAI2XvWP1wqOjpM2ZHGwMeeiiQddG4hE0cFcLYecO4kerQ28L5EaQCnlFJKuYqM+RA20LWbMndWbYV8GE7u4B62rwuZbHePAM40ZQUufrLjXiMsGUr2UV4jPdS+OAKrjkrxEQ8D0qLhibEwqaestjk0YLtQWZY0MHek4N7gF9q4D+4Bx7xGWZas9LkTW0NvnyD5e0VdMjSAU0oppVxBfS0se0BSze7OkBSoS1HJPsDseBXJiKGSMli4Hfpea+nUHKKiEGrLHbYCV9cAa7zm8uGpQJa9bFJdbxDkC1MTZf/a1CQpJmKp0iw4cwwSprZ+X80ZKDnQ/nYR7WUY0rw6f7Njxq8qhaoS91yBA/kHIaMro3blaBrAKaWUUq6gZL/0OCvLkmbVI3/g7Bk5RvFeOXY0gPMOkH1frtz77FwOaiGwvxje3wcf7YeiinsJpZib+5Zy5ZBQRsQ4eJVt7Y/h8Idw6waIGtHyfem/lCAuxYHl/W2iRsKWP3eunULBVgyz7uLz7laB0ia0n6zO9rna2TNRFtNwXCmllHIFtsqKYcmw4TdQUezc+ThK8R4pXhLSidWMyFRZgXMHFrYQqK2HJQfh+ndh1tvw+g5Ii4GXJxxkU30sv+7zJWPiuiBFsmCLNOj+7E4JmJpTuBO2PQ9DH4DYsQ6eELLK1FAHRTs79nzBNnhrJEknXr/42tc94NwsgDMMuCcD0h539kyUxTSAU0oppVxB4Q5ZObhqAdSUw4ZfO3tGjnFyrwSpnanmFzFcUvgqS6ybl6OUNrYQCE7q8BDFFfD3TTDxdXj0MyisgJ9Pgk33w8tXwawh0fhQ22YlSktUnZIVqZ7TpXDKup9ffI/ZACseBr8wmPgHx88JZAUOoGBr6/e1ZMcLAMQXfgDleedfs63AuVsApy5ZGsAppZRSrqBoh/Q4ixgKQx+EHf+Ek/udPSvrFe+B8EGdG8NWwdJZ/eCyPoF/xcixLSUHICipQwFrwVn4yUoY9yo8ux76h8Gr18CXd8H9aRDm33ijbxAExl9UidIhbKmro/4Phj4EW/4f5Hx1/j27/wN5G2DKs+Af5vg5AXSPB7/wjq3MVp2C/f+FpFkYDbWw4bfnXy/LAv8e8vuslAvQAE4ppZRyNtOUD8a2Covjfwne3WDND506LctVn5aVs47uf7OxlYp31j647OVwNh8+uga2Pifv34Xqa2HNU3DoA4gd367hz1TDn9NhyuvwbgbcmAIr74D5c6UwiUdz7e/Ck7tmBa5wmxwjUyVAC06Cz++SVWOQoi1rfwTxUyDlDsfPx8YwICpNUiHba+/rkgo66RnyelwJu1+WQi02pZmdS/lVymIawCmllFLOdua4VLmzBSYBkTDmJ5D1MRz7wrlzs5JthaizAVxAhFTrdNY+uJL9EJ4Cfa+D1d+H5Q9BfU3T9TO58N402PwnGPYwzHjJrmFr6uG1HTD5DfjHZpjRWwK3302Dvm0tZIUlw8l9kr7oSAXbZLUvIBJ8AmH2G9LrzfaPDV8+KcHc9Be7vtF6ZBoU7z7/vWiL2QA7X4TYCRA5jOyYO6TxePrTTfd0RSsEpdpBAzillFLK2WwrSec2t057XBogr/4BNNQ7Z15WK94jx86mUIIEu85KoSzZL6ulV78ngfbuf8MHs6DyJBxdBvOHS3A5520JZNqoilhVB2/tgmlvwi+/hIHh8PHN8PcrIDHEzjmFp0BdhfxjgCMVbpOVLpv4STDi+xIErXsaMt6Ekf8nK4JdLSoNGmqbKp3aI3ulVAod/ggANT49IPUx2PdfKNolK6mnj+kKnHIpGsAppZRSzla0AzBkD5yNlx9MekauZbzptKlZ6uRe8AroVEGPr0WmyopTbWXnx2qP2go4nS2NkQ0PmPg7uGI+nEiHNwbDB7MhIApu29Jm/7PT1fDPzTDxNfjpKgj3hzevg/9+Sxput4stYHLkPriactnTd2HrgIm/baqeGpQEY3/muDm0JrIxsCxsRxrljhfAPwL6Xd90bvRT4BsMX/1UUn7Nel2BUy5FAzillFLK2Qp3SM8mn8Dzzw+4EWLGygfJhmb6U7mb4j2yUmRFU+HIVPlgfbIdqy1WOHVQjmEDm86l3A7zVknq3aC74bZNED6w2ccB8s7AH7+C8a/CM+mQEgELroePboIpiR3MPAxLkaMjA7iinYDZFCjZePnBnPkSvM14SXr1OUNIb/AJsn8f3OljkqY85H7w8m067xcKo56CrCWw943GsXUFTrkObeStlFJKOVvhdogeffF5w5D0tCU3Qv5miB3X9XOz0sk9kDTbmrFsBV8Kt0P0SGvGtEdJY2XQsAsCtLjx8EB2i9GXacL6HHhzFyzLBBOY0xe+PRIGR1owr4Ae0D0B8jZZMFgLbCX6o9IuvhY1Au7P6vp9b+cyPCS11t4VuF0vy3HYQxdfS3sMtj8PmxrbIOgKnHIhGsAppZRSzlRVCqePSuuA5vS8HDBkb5U7B3CVJ6VyY2cLmNgE95LVlq6uRFmyXwKF0H4XX2smeCmvgYX74Y2dcKgEQvykBcDtQ6BnsMVzix0PuessHvQchdskPbRbTPPXnRm82USmwa6XZN+oh2fL99XXyN7F3lfJXtMLeQfA2Kdh5SPg6QuBsY6bs1LtpAGcUkop5UxFO+V4bgGTc/mHQfQoyF4G43/RdfOymi3V0YoCJiDBQuTwrq9EWbJfgsdWCpOcrYGVR+CTQ7DqKFTXw5BIeHYGXN0f/Bz16St2Ahx4B04fh6AE68cvaCxg4gqBWkui0qCuEk4dkHTdlhz6UFoeNBYvadaQ+2Hr/wNPP2vSfpWyiAZwSimllDPZKinaWgg0J2kmbPwDVJdJcQV3ZKtAadUKHEjQu+vfba+2WKlk38Xpk0hBktVHzw/aIrvBLYPhuoEwPKoL4p64xn5zJ9Ih6Cb7n6s8CXtelX5oQx+S9MEL1VbK/ro+11gyVYex7c8r2NZ6ALfjBdnXljij5Xs8vWHup1LdUykXogGcUkop5UyFOxrT0qJbvidxBmz4LRxbBf2u67q5Wal4r6Q8BsZZN2bEcPlwXXoYwgZYN25LGuqliElP+dCfcxqWZ8GKLNiQC3UNEBEANw+Gq/rByNgWmm47So+hUuXzxDoYaEcAl79FApkDC6SRtW+I/Dkb+uDFK4zFu6VoTHP731xJ2ADw8pd0z5Tbm7+naBfkfiWNyNtaWQvrb/0cleokDeCUUkopZyrc3vrqG0glSu9ASaN01wDu5B5ZfbNyGcqWdlq4vWsCuDPHKKgL5cMzN7L4bcgoltN9QuH+VJjeG9KiwdNZ2Xae3hAzWlbgWnMmFz6+AfI2gHc3qZw5/FE4WwDvT4f9/4PB95z/jK0wyIUtBFyNhxdEDG29EuXu/8i+tkF3d9m0lLKSBnBKKaWUs9TXSFpaW5UZPX0g4TIJ4NyRacoKXL9vWTtueLKU7i/cAQNvtnbsc1TVySrbe1u7scbzOA1ZnoyIgZ9Ogum9oHeow166/WLHw6ZnoPasBGfN2fUS5G+Cy56HQXc1peWGD5Ige9vzEtycG2wXbAO/MOje0+E/QqdFpsG+t8FsuHiFraEeDr4nxUv8w50zP6U6SQM4pZRSyllOZkBDbcsFTM6VNFN6VpVmul9PqooCqDpp7f43kMC2x2DLC5mcqoSdBU1fm0/IHrcYH38eMf/AvJseISkmzNLXtEzseEl1zN8MCVObvydriRQ8uXCvm2FA6mOw/EHIWQMJU5quFW6TwMiVC5jYRKbBzhehNAtC+55/LWeNVEMd0I49gkq5GA3glFJKKWcptKOAiY2t2EL2cvcL4BxRwMQmYrgEJKbZ4eAi7wysOy5fX2WNobCxMKgB9AmDWX3gmv4w4cCTeB56H2J+Zt38rRbT2GriRHrzAdyZXAl4Jz3T/PPJt8HaH8kqnC2Aq6+RPXBp33PIlC1n26dXuP3iAO7AAlmZ7H1l189LKYtoAKeUUko5S+F2KToR0rfte0P7S/pa9nIY9rDj52Ylq1sInCsyFfa+Bmfz7O7VVVoF6Y0BW/pxyCqV82H+0Nu/nHtH+TMsSkr/d/c958ENzVegdCn+YRCW3PI+uKwlcuxzVfPXvQOkiMnmP0HZUQhOkvTX+pqmCo+uLnxQY2rtNhgwr+l8fS0c/AD6XCs/p1JuSgM4pZRSylmKdkjBBXtK4BuGpFEefA8a6qRYg7so3gP+PSAg0vqxbauXhTtaDOAqaiUN0rbKtrcQTKCbN4yJg9uGwIQEGNAD1ny5l6kjpzb/WiX7offV1v8MVosdD4cXNr8HLGuJ9LELS275+WGPwOY/w/Z/wNRnzylg4iYBnJevrPZeWMjk2EpJ5dX0SeXm3Ohvf6WUUuoSYpoSdCTfav8ziTOlgl7+Zogd57i5Wa14r6yKOGL/VMQwORZuh95zvj6ddQq+OAJfHIVNuVDbAN4ekBYDT4yF8QnSm83b3vZxlSXS+Dm8lcDHVcSOhz2vQMmB8+dbWwHHVsCQB1t/L4ISoN/1sOc/MP6XEgj5dHev1N3IVMhcfH5q7YF3pGBL0iznzk2pTtIATimllHKG00eh5rR9BUxsek4DDDi6zH0CONOUFgIpdzpmfN8gCOlLdeEeNmVLwPbFEThaJpf7hcE9w2FiTxgVCwHeHXydUwfk6OoplCABHEga5bkB3PFV0u+tdwvpk+dKexwOvgsZbzYWMEltu2eaK4lMk+bkZ3IkIK2rllXJvnNlhU4pN6YBnFJKKeUMtgImEXYUMLHxD4fokbIPbvwvHDMvq505DjVnHFLApKBcArZVDW/z1ZEUzh4BX08YFw/3psK0XpAQZNGLndwnR3cI4ML6S8n/E+kw5L6m81lLpJ9g/OS2x4gdB1EjpZjJmePut+/y60Im2ySAO7oUqssc2m5Cqa6iAZxSSinlDIXbZUWjvYFN4kzY9Ef5MGrr3+XKLC5gUlIJiw7Ah/tgV6Gci/UZwNyG+Uy78i7G9wrAv6OrbK2+8H5pWxCU5IDBLWZ4SAB2biET04TMJbKP0p4VKMOQVbjP7pBfu0sBE5uIofL7ULAN+l4r1Sf9wiFhmrNnplSnudFauFJKKXUJKdwBoQPaXw0vaab0+Tq2yjHzslrBVjl2IoCrrYflWfDgEhj9H/jll1KE5KnxsPQ2SJ+5jt81PMLlAVsdE7yBBHCh/e0rOOMKYifInCtPyq+LdkJ5jn3pkzYDboRu0fK9uxQwsfHuJqulhdtl71/mYuh/A3g66g+IUl1HV+CUUkopZyjaAXGT2v9czFj5cJq9DPpdZ/287HEmBxZfL3vyhj0MQYkX31OaBet+Bvv/J2mi/u1vfH26Gl7dDvN3QXElRATA3cNhXrJUjPyaX+M+wsLtEN+B31N7nNrfVDDFHdj2weVtkJ5nWUsAA3rNafWx83j6wKinJI0ydIBDpulQkWmy7y/rE6g9q9Un1SVDAzillFKqq1WelH1F9jTwvpCnDyRcJvvgnCVrCeRvkmqYm/8kpfWHPwqJl8vPtuG3sPNFaXUw5qcw6sl2DV9eA6/tgJe3SRA3vRfcOhgmJ7ZQNbJbtLQosO0r7AjThE1/JK4gF5h6/rW6aglI3SkAiB4FhifkrmsK4GJGQ7eo9o2T9rh8OaKCqKNFpsK+t2D73+XPiD17/5RyAxrAKaWUUl3NllbYngqU50qcKR/IS7MgpLd187LXifUSMN22CXa+JK0NMhdBaD84my+rHYPvkxL0djbXBjhbA2/shJe2SbPt6b3ge2OloXarDEN+Lwu3d+znaaiHFQ/D7v/QD+DY9dDzsqbrZZmStuoOBUxsvAPk9+REOpwtgLxNMOHX7R/HHQM3G1vaZ+5aSH3MfdJflWqD7oFTSimlulreRsCQVZKOSJopR2etwuWth5hxkjo56ffw4HG4Yj50i5UeW3ftgZkv2x28FZTDn9Jh/GvwTDqkRsPim+CVa+wI3mwihkvBlPqa9v0s9bXw6W0ShI76IRW+CbD0Hqg+3XRPyX45ttb82hXFjpeV0sxFgNm+/W+XgnMrvLrT6qlSbdAVOKWUUqqr5W+S1ZyOVpEM7Q/dYiBnDQx7yNq5taWiCE4dkhU2Gy9fSLldvtphdyG8sh2WHIS6BpjZBx4eIc222y0yFRpq4WSG/amptZWwZJ7skZr0DIz+IftPJ5J28Luw+gmY9YrcZwvgQvt3YGJOFDsetv8NNj0DgXHutYfPCn4h0ny8vhZixzp7NkpZRgM4pZRSqiuZpgRwva7o+BiGIft5cr6U8boyzS1vgxw70Ug8/Tg8vxE25EI3b7h9KNwzDBJDOjEvW9BWuMO+AK7mDHx0DRz/Eqa/+HWfs9OBKVK4Y9MfpOlzn6skgOueAD6BnZigE9gKmZRlwdCH3DsdsqMuex48vN2rCblSbdAATimllOpKZ45BRSFEj+7cOPGT4cA7UHaka/fBnVgvxUmiRrb70a158Gw6pOdAVDf46SS4aRAE29GWrE0hfaU6Z+F24O7W762rhvemy17EOfMh+bbzr4/7BRz5BJY/ALF7JIBzp/1vNkEJEnieOQ59rnb2bJyj95XOnoFSlmvznyMMw/AzDGOTYRg7DcPYaxjGrxrP9zIMY6NhGIcMw3jHMAyfxvO+jb8+3Hg9ybE/glJKKeVG8jbK0YoADiSNsivlrZdUvHb0r9tdCHcvgm+9CwdPwtOTYc3d8GCaRcEbSIGKqJGQ+1Xb9x5bIaugs165OHgDSQmd/aZU1FzxiPsGcCD94Lz8pXKpUuqSYM96cjUwzTTNYcBwYLZhGGOBZ4DnTNPsB5wCbMnw9wGnTNPsCzzXeJ9SSinVtjM5UlnxUpa3CTx9IWJo58YJTwG/8K4N4BrqZP4xbadPmiasyZbA7ar/wbY8aby95m64LxX8HJEDlDgDCrfJPr3WZK+Q96D/jS3fEzlMqmgefFfSLd01gJv8DFy/rP0N45VSLqvNAM4U5Y2/9G78MoFpwPuN598AbN1Er238NY3XLzeMb2LStVJKqXb75FZ4YzAcXersmThO/iYpuOHp07lxDA9pWp3bhQFc0W6oq2jaW9WMilp4axdMfwvu+Ah2F8D3x8JX98Ajo6BbJ3/sVtmqcx5b2fp9x1ZC3ETw9m/9vlE/hJgx8r27BnBBPSF+orNnoZSykF07Og3D8DQMYwdQCCwHMoFS0zTrGm/JAeIav48DjgM0Xi8Dwq2ctFJKqUtQbYWk5zXUwsKr4dCHzp6R9RrqZN9VZ9MnbeInQ2kmnMm1Zry25K2XYzMFTA6ehN+sgTGvwE9XyQrbX2ZC+r3w+BgIsipVsjWRaeAXCkeXtXzP2QIo3g09p7c9nocXzHkbhtwPMVrFUCnlGuxKYDBNsx4YbhhGCLAQaK4Ritl4bG61zbzwhGEYDwIPAkRFRbF69Wp7ptKlysvLXXJeqmvo+//Npu9/1ws5vY3hDXVk9PoZcYULCVo8j/1JT1IQPrtL5+HI975bxWFG1VWQcSqQQgteI/BsACOBjOX/ojDs8k6P15aBRz4i1CuM9duOgHGUynpPNpZGsqYkmsyKYDxpIC24mJkJOfQLOI1RAOsLHD6t86T4DyX44Mes913VbNXFyJKVpABbi0M408x70Oz773MbrNvkkPkq16J/939zudN7364MdNM0Sw3DWA2MBUIMw/BqXGWLB0403pYDJAA5hmF4AcFASTNjvQy8DDBy5Ehz6tSpHf0ZHGb16tW44rxU19D3/5tN338nWLcKDnuQcuWTYDwFi64j+egzJPeOh9TvdNk0HPre7zoE+yBl2j2khPbt/HgNkyDrSVKCiknpij+vmfdD0hQiB1/Gq9thySGorIN+YfCzETB3oAc9AiIBe7tvO0DY7bD8AaYOjZJ9ghdaOh98QxhxxQNS+OQC+t/+N5u+/99c7vTetxnAGYYRAdQ2Bm/+wHSkMMkq4AZgAXAXsKjxkcWNv17feP0L0zQvWoFTSimlzpO7RvaG+QbJr+cugSU3wxffhZrTMOYnzp2fFfI3SYpfSB9rxvPwlL1cXVDIxDxbyMbSOF70epbV/5X+bdcNlDYAw6NcqMVY0gw5Zi+/OIAzTSlgknBZs8GbUkq5A3v2wMUAqwzD2AVsBpabprkEeAr4vmEYh5E9bq803v8KEN54/vvAj6yftlJKqUtKXbU0iLaVxgfw8oOr34OBt8JXP4X8zc6bn1XyN8n+NyujnbjJcDKj7cqLHVTfsnNB4gAAIABJREFUAEszYe77Xtzk9SW7K+N5chysvxf+eDmkRrtQ8AYQlAih/ZvfB1eaKX34Eu3Y/6aUUi6qzRU40zR3AanNnM8CLtqFbZpmFTDPktkppZT6ZijYAnVVEoycy9Mbpv0dDiyArE8gepRz5meFmnIo3gN9rmv73vawBb25X0G/uZYNm3kK3s+AD/dDfjkk+Jj8tuE7zLvrz/i1UbzR6RJnwp5X5R8GvM6pnmKrTtnT8fsFlVLKUeyqQqmUUko5lC0FMK6Zcuf+YRA9Bo5+3rVzslrhNjAbIMaiCpQ20SOlUXPOl50eqqwa/rsb5r4L096El7bCoAh4cQ6sDp3HHZGb8PN39egNaSdQVwEn0s8/f2wFBMbLCp1SSrkpR7TRVEoppdon50sIHwQBPZq/njQL1v8KKk+Cv5t2pslrrGJo9Sqip4+U9e/gPrj6Blh3HN7LkFTJ6nroHw4/mQhzB0JkN6C+Fj7dAEMesHbujpIwVVoAZC+HnpfJObMBjn0Bfa52sZxPpZRqH12BU0op5VwNdZC7DuKntHxPr9mAKR/I3VX+JghKggAHVGiMmwyFO6C6zO5Hsk7Bn9bB+Nek4faX2XBTSj0fz6tm2W3w0IjG4A2geBfUVbbawNul+HSHmHGQfc4+uMIdUFViX/83pZRyYRrAKaWUcq7CHVBbfn4BkwtFjQS/MPdOo8zbCDFjHDN2/GTAlEC4FaYpgdqdH8Flb8KLWyGlB/xzDmyeupjfHEpk6Md9MXK/Ov/BEy038HZZSTOhYFtTcZev979Nc96clFLKAhrAKaWUci5b6l/8pJbv8fCUwhRHl0oU4m7O5kv1w2iL97/ZxIwBD+8W0yir6uB/e2DGWxK8ZRTBD8bBhvvgtWk5XLn3Onw/uVbSU7184d0psOG30FAvA5xYD4Gx0D3BMfN3hMSZgNkUuGWvkLYCgbFOnZZSSnWW7oFTSinlXDlrIKRv2x+se82WapRFuyByWNfMzSq2FgiOCuC8A2Rv3TkBXGUtpB+HlUfgs0woqYSUCPjLTLiqH/h61MOOF6RFg1kPk/8Ead+TVMkV34Z1P5c9Y3Pegrz1kpLoTnvHokZIz73s5dB3LuSuhSH3O3tWSinVaRrAKaWUch6zQT5Y97WjtH7iTDke/dwNA7hNYHhCVJrjXiN+CgVb5rNiRzUrsn1Zd1wKknTzhimJcOcwGBvXGIPVVsKCyyUwS5oF01+E4F4yjqe3BG2JM2Dlo/DGUKg6CcMfddzcHcHDU9oFHF0mP2ddpe5/U0pdEjSAU0op5TzFe6WwRGv732wCYyBimARwo59y/NyslLcRegyRlTKLNZjw1TF468RjrDB+Tf2XXsQHwS2D4fJeMCYOfC/8v33OlxLUXPY8pH734pU1w4DBd0PMWPjkZgng4lpJcXVViTPh4Puw/R9geEBCK4VylFLKTWgAp5RSynm+3v9m5wfrpNmw9f9BzRmpNOgOzAZJoRxwo6XDnqyQ0v9v74FjZRDmF8kD5rNcPziAfpd/p/VsxxPpEtAMvrf1tMjwgXDrBik0Y3X/uq6QOEOOhz6QYNQ32LnzUUopC2gRE6WUcnWmKR+gzQZnz8R6OWukMEZQon3395otbQeOfeHYeVnp1GGoLrVs/9vRUvjJShj3KvxhHcQEwt9mw4b7PPhxxHv0L3637a1qJ9bLaqZPYNsv6OUHsWMtmXuXC05qatqdqOmTSqlLgwZwSinlyuprYcXDMD8Vdv3b2bOxlmlC7hpJn7S3OEbsePAOdJ92Ag31cLwx2OxkC4HdhfDop1L+/719cH0yLL8d3r0Brh3QmCbZcxrkbYDaitbnlLdBipJ8E9hW4Xpe7tx5KKWURTSFUimlXFVlCSyZJ6tNXn5w5FMY9pCzZ2WdU4ekvL49+99sPH3kg/iRzyUAdIWqiKYJZ3KkUEn+Zig9BOW5cu5svlR49A2GsOQODZ2eAy9ugbXHoLsPPJQG96RCVLdmHug5DTb/SfrBJc1oftDiPdJ3L85NmnJ31rCHofas+zQhV0qpNmgAp5RSrqjkIHx0FZzOhivelJS3jPmyIufp7ezZWcO2/y2uHQEcSBpl5iIJAMP6Wz8ve9TXwNbnJFDK3wQVBXLewxtC+khaaOJM6B4HgfGNfdo87R++AZZmSuC2qxAiAuBHE+C2IRDk28qDcRPBw0tW/VoK4PIam3J/U1bgegyG2a85exZKKWUZDeCUUsrVZK+Ej2+QYGDeFxA3QdIGd74oqW+tNbx2J7lrICASwga077mkWXI8+rnzArisT2Dtj2R/VdIs2d8WPUr2lXm1FmG1rroOPtwPL2+FrFJIDIY/TINvJYOfPf/H9u4mxTpa2yN4Ih0CopraBiillHIrGsAppZQrObwIFl8PYQNh7hIpwgCQcJn0EctedmkEcKYJx79s3/43m+BeEjgd/RzSHnPM/Npy7AvwCoC7dktaZyc1mPDRfvhzOpwoh8GR8MIVcEVf8GzvbvWEabDxt1Bd1nzVxRPpkk7oCumnSiml2k2LmCillKswTVj7YwhPhlvSm4I3AL8QScM7usxp07PUyb1w5ljHGysnzYbjq6UhtTMcXyXpihYEbxty4JoF8MQyCA+A+dfBkpvhqv4dCN5A9sGZDU0pqueqKITSTIj9hqRPKqXUJUgDOKWUchXZy6BkH4x6CnyDLr6eOBMKtkhxE3d36EPAgL7Xduz5XrOhrhJy11o6LbtUFEoAmnBZp4bJOgUPLoGbPoDiCnhuFiy+GSYndnJxLGasFL1pLo3yROP+Ny3ooZRSbksDOKWUchVbn4NuMS03fE6cISsrx92oB1pLDi2UVaBu0R17Pn4KePrCkc+snZc9jq+WY8LUDj2+Mx+++xlMnw9fHYP/Gwer7oRvDQQPK7IavXwhdmLzf05OpMveyqgRFryQUkopZ9AATimlXMHJDDi6FIY/2nJaXsxo8Aly/zTKsiNQtAP6favjY3gHyApY1seSetqVjq+WojLtCIJsVSVveA+ueQdWHYV7U2H1XfDd0eBvdWHRntOgaBdUFJ1//sR6iEqTFTqllFJuSYuYKKWUK9j2vHyoHtpKnzcPL+mBlr3MdXqgdcShhXLsO7dz4/S9FlZ8W4LfHoM6Py97HV8lhWTsaOeQdQo+Owzv7IXsMojvDk9PhhtToHvHi1W2ree0xrmuhgHz5Pv6GijYDMO+7cAXVkop5WgawCmllLNVFEPGm5B8BwT0aP3exBlweKFze6B11uGFEDEUQnp3bpw+10gAl7m46wK48jwo2Q+D7232smnCgZMStH12WL4HGBkDT02AWX3AqytyX6JGgE93SaO0BXCFO6Cu6pvT/00ppS5RGsAppZSz7X5ZPlinPd72vUkz5Zi93D0DuLMF0vx63C86P1ZgrPRey1wEY37c+fHs8fX+t/MLmJw4Awv3wwf7IPMUGMCoWPjFZJjdF2K7d830vubhJfsEzy1kYmvgrRUolVLKrWkAp5RSzlRfA9v/IRUm7VlFCukDwb0ljTL1UcfPz2qZiwAT+nUyfdKmz7Ww7meyMhYYY82YrTm+SnqrRaZSXgOfH5agbX0OmMDoWLhnuKy0RXZz/HRa1XMaZC2BMznQPR5y06F7T/leKaWU29IATimlnOnge3A2D2a9Yv8zSTMh4y2or7VrH5ZLObRQgtAeQ6wZr881EsBlfQxDH7RmzFaUHNvByuBfsvxTT77Mhqo6SAyGJ8bC3IHQs5m+2U6TYNsHtwpS7pAVOG0foJRSbk8DOKWUchbTlNYBYQMhaZb9zyXOgJ3/grwNUkzDXVSXwbGVkipqVQGWHoMhuBccXuSwAK64AhYdgKUHq9lcvp6Gs55E18C8FLhuAIyIcdF6MhFDwC9c0ijjp8KZ4xrAKaXUJUADOKWUcpbcdVCwFaa/CEY7KlskTJP7s5e7VwCX9Qk01Ha++uS5DEPSKHe+CDXl4BNoybD1DfDVcfjfHlieBXUNMDCwgu+Yf2fm7JsYPGCAawZt5zI8oOdlEsD1ukLOaQCnlFJuT/vAKaXcQ9lR+YB+qTBN2PwM+IVKelt7+IVA9BjZB+dODn0ojbtjx1o7bt9rob7akt+PYyerWJIbxuTX4c6PYEMO3D0Mlt8OS+N+wA98/sqQAf1cP3izSZgGZ45Jyq2XP0QMc/aMlFJKdZKuwCmlXF/BNlgwAQbdC9NfcPZsrHHgHSkwMfEP4N2BahdJM2HDb6CyBPzDrJ+f1Wor4chnMOjO9q022iNuogTChxd1qDn4sTL45BB8cshkd6EfMJSJ4QX86IooZvYGX9v/KXNWS2VHq+fvSLZ+cFkfQ/xk99szqZRS6iJu9H8hpdQ3UkUxLJorZfYzF8vKlbsrPwErH4GYMTDq/zo2RuIMMBukz5c7yF4OdRXWpk/aeHhBryslIG6oa/P22nrYlgf/2ARX/Q8mvQ5/XAfG2Tx+XP9DVhhjeLswlqurX20K3k5nQ9mRi9oHuLzQ/tJuATR9UimlLhEawCmlXFdDHXxyE1QUwLBvQ3kOFO9x9qw6xzRh2QMSkM5+Q4KPjogeDT5BcNRN0igPfwi+IZAw1THj970WqkrgRPpFl6rqYEc+/GuLpEUOewnmvgt/Xg8eBvx4Iqy9Ygsfn+7JwwNyyBv0S+g5HZbdB9uel0GOrZKjuwVwhtFUjVIbeCul1CVBUyiVUq5r7Y+lAMOs1yRlcOeLcORTqa7nCpY/JEVIusVC9zgIbPwKT5HVtebsfkV+hsueh7ABHX9tT29InN646lQPHp4dH6ujSjPl5/Xya/2+hjrI/Bh6XwWePo6ZS9Is8PShaN9K9tVPJqMIMophXzFklkB948Jtn1Ap9z8+AcbEQY8AJA11/vUQlAjT/0XD+m1w3WL49FZY9T2oPg2lh8G/h329+lxNv+slhTJugrNnopRSygIawCmlXNP+BbDlWRj+KAy+W85FDJfgZ/RTTp0aALUVEowF95LKiifSoepk0/UBN8G0v0NARNO5sqOw+glZxUn9TufnMOAmKQxyfDUkXt758dqj8iS8PkiC1esWt94c+sB7sjrWgf1pLalrgKxTkFEkQdq+4u5keOZRlBEGGXJPTCAk94CZvSElAkbFNtNc2zRh2f3Si++WdPANkvNevnDVO7D0Pkh/WlZK+17nXvvfbPpdB31PuWivA6WUUu2lAZxSyvUU7YKl90LsBJj6l6bzvefApmegqlQqMTpTwVYw62Hqc9DnKjlXVyWBQMZbsPG3kL0Cpv0NBt4CmLD0HvkQPetVawKB3leDT3fY93bXB3CFO6TyY9FOeHs0XLcIokedf09DPaz/tRRb6TEEkmZ36KVOV8P+YtjbGKxlFMHBk1BdL9e9PaBfOEyJKCL5xG9ImfkYyX16Eepvx+A7X4TDC2HKsxA98vxrHl4w+zX5Pd7xguw7dFcavCml1CVDAzillGupLJGiJX6hcM3756fc9ZoDG38vBTEGzHPeHAHyNsrx3FRJLz9ZkRv3c+h/vazefHob7P8vRKbKStnM/0BwkjVz8PaXVa1DH8D0f7adymilop1yvGGFBNvvTJY9fQNulPNnC+RnP7YSBt0Fl78g821DcQVsOWFbVZOgLed00/Uwf1lVu2MoDIqQ7/uEgY8nUN4dXvornI0A/5+0/TMU7oTV35ceaSOeaP4ew0NWUpNvvzhAVUoppZxAAzillOswG+CzO+DMcbjpS+kZdq6YMRLYHfnU+QFc/kYJ1s5NkTxXeArc/BXs+Aes/Yk0se59JQy+19p5DLwN9r4he+H632Dt2K0p2invT8/L4LaNsOhbsOQmKNkv5eo/uQWqS2HmKzCk9Z+5tAo+PwwfH4T0HGgwwQB6h0JqNNw6WAK1QRGSAtniYlJgrARZhz+CMW0EcGaD7HHzC4PZr7e+ImoY1veuU0oppTpIAzillOvY+AcJzqb9A2KbqZjn4QWJs6SfmNng3P1IJzZI/7HWeHhC2uOS6rj737LKY3UqW89pEkjte7vrAzhbU+iASJi3EpY/AOm/kHOh/eD6pRAx9KJHq+vgUAnsKYSlmbD2GNQ2QFIwPDoKpiVJwObfkZZl/efBmh/CqUMyh5bkrIWTGXDFmzJ/pZRSyk1oAKeUcg3ZK6VYxMBbYPgjLd/Xew4cWACF2yFqRNfN71zlJ6SlQUuVJi8U0hsm/cExc/HwhAE3w85/QtUpWaFEanOcrYWyKiitlmNZtax2lVXD6aqm7889X1YFlXUQ5APBfhDS+BXsKw2tPQAPox6Pkgfw9BpG4HrbPb6EDHiDYL85+JYf4ezgx6go70bFKZnHqcqmtMjMU1KEBCCuO9ybClf3h8ERFsS3ybfB2h9BxnyY8OuW79v3tjRQt7CwilJKKdUVNIBTSjnfmVxJuQsdADNebv1TfNIswICsT50XwDW3/81Jymtgf8SD7G+oZN/Heew3QzlSKsGYLUhqjpeHBGXBvhKohftLif1gP/D3gjPVEviVVkF+ORwolqIhpgkNDSb13EJ9SXfOFkFTa3UDuFm+zbr4NW1VIaf3hpQekBwBvUKkF5tlAmOlh1vGfBj/y+ZXaeuq4eB7UlXS+8KylEoppZRr0wBOKeVc9bWyd6quAq75AHwCW78/IFL2OR35VIqFOEPeRvDwlsIkXexkBWzIhfTjcjxcApAMnv8iKK+cgTEwsw+E+UFQ48pZyAXHYD/o5t2J1a6MBbJX8fY9NIQPkmCvcUWvtBpq6iHAW14joPEryFe+usSgO+HT2yH3K9mPd6Ejn8n+vOTbumhCSimllHU0gFNKOdfap+DEOrhyAYQn2/dMrzmw/ldQUQwBPRw7v+bkb4TI4V1S9fFUpQRqG3JgfQ4caGw1F+Atfc2uHSCrWQOPPU/c1icwZh9rvSebFYp2SnXQsAF4GBIQBvtBomNf1X59rwPvQNj7ZvMB3P63wT/CvdsCKKWU+sbSAE4p5TyHF8HW5yD1uzDwJvuf6z0H1v8Sspd2/SpKQz3kb4FBdztk+PIaCdTWH5fjvmJJUfTzagrYxsXDkEjw9jznwdArYev3YP//YNSTDpnb14p2QvggKSrjiry7SUGXg+9JC4Bz2xdUl0HmxzDkAdedv1JKKdUK/b+XUsp5tv9dKgVOebZ9z0WNkBWUrE+7PoA7mQG15Zbuf8svh+VZ8rU+R1IQfT1hRAx8fxyMi4Nh0Y29zloS2heiR0txjq4I4HrNcexrdFbKnbD3dchcfP4/DhxaKA3INX1SKaWUm9IATinlHLUVskdp+HfOb9ZtD8NDmi9nLZEVMY/WIhuLWVDApKQStufDtjz4Mht2F8r5pGC4a5iU0U+LkVW3dkm+DVY9DsV7ocegDs+vVWfzoaKwqYWAq0qYAt0TIOPN8wO4fW9DcG+XKECjlFJKdYQGcEop58hdKyshSTM79nyvOfLhPH9T8z3jHCV/ozR/Dulr9yOnKmHJIdiaB9vz4GiZnPc0YGgUPDVeKjP2C+tkGf0BN8Hq70uQMun3nRioFUU75ejqAZzhAcm3w+Y/SdDZLRrK8+D4F9Lk2+p+fEoppVQX0QBOKeUcR5eBpy/ETerY80kz5UP6kU+7NoDL2yCpinYEADvyYf4u+PiglOCP7Aap0XDLYEiNkX1sAR1pVt2SblGQOB32/xcm/s4xQUqhmwRwACl3wKY/yL7AEU9I/0CzAQZq+qRSSin3pQGcUso5spdJ8HZugYn28AuF2PGQ9QlM+I21c2tJzRlJT+x3Q4u3VNXB4gMSuO0qlFL6Nw6C24fAgPAuWPgZeAt8fjcUbIXokdaPX7QTAuPBP8z6sa0WniwtJ/a+KQHcvrchMg3CBzp7ZkoppVSHNdPhVCmlHKz8BBTv6Xj6pE3f66BwO+RtsmZebcnfApjN7p86XQ3/3AwTX4MnV0BVPfxmKmy8D357GQzs0UVZe72ulJXJzEWOGb9oJ0S6weqbTcqdULQDDr4vQa0WL1FKKeXmNIBTSnW97BVyTOxkADf0QfALh/RfdH5O9rAVMIke/fWp4gr40zqY8Co8kw7JPeC/34Jlt8Gdw6B7VzWvtgnoAXETpUWD1eqqoGS/e6RP2gy4WdoFLHsAMGDgzc6ekVJKKdUpbQZwhmEkGIaxyjCMfYZh7DUM4/HG82GGYSw3DONQ4zG08bxhGMbfDMM4bBjGLsMw0hz9Qyil3Ez2MgiIgoghnRvHpzuM+iEc/Rxy062ZW2vyN0rbA/8wDp6En34B41+Ff26BiT1hyc0wfy5MSHByjYw+10Dxbig70r7nyo7C1r/Cyu9IldALncwAs969AriAHrIqWV0KPadBYKyzZ6SUUkp1ij0rcHXAD0zTTAbGAo8ahpEC/AhYaZpmP2Bl468BrgD6NX49CLxo+ayVUu7LbIDs5ZA4Q1L9Oiv1UekJ5+hVONOk9sRWlnT7Lje9DzPegvcypLH2yjvhxSthSJRjp2C3PtfKMXNx6/eZJhTtgvW/hjdT4T+9YPUTsOMF2PTMxfe7SwXKCw26U47Jtzt3HkoppZQF2ixiYppmHpDX+P0ZwzD2AXHAtcDUxtveAFYDTzWef9M0TRPYYBhGiGEYMY3jKKW+6Yp2SR+xxBnWjOfdDUY/BV/+H+SshfgOVrW8QE2DBwdPwrEyOFoKR4rOsqx6A4X5scQHwY8nSHGSsA7WYHGo0L4QniJplGmPt3zfJ7fAgXcAQwrCTP6z7CtMfxo2PyOBT0ifpvuLdoKXf7taKLiEvnNh7ieQNMvZM1FKKaU6zZA4y86bDSMJWAMMBo6ZphlyzrVTpmmGGoaxBPijaZpfNZ5fCTxlmuaWC8Z6EFmhIyoqasSCBQs6+aNYr7y8nMDAQGdPQzmJs97/wIpDDDj6JzzM2vPOm3hwLOZWCsOmd/mcrJSQ/z/65L5M+tD3qfEOt2RMj4Yqxu6+lbP+Sezs/5d2P1/T4MHRykAyzwaRWRHEkYogTtb6YtKUB9nNqGJ0/UrGxRn0iwjAw8XbiPXK/Tc98xewbthC6ryCLrrereIwo/Y9QG7ENWTH3EWNd1NVSZ+aYkbvvZPS7qns6fu7r88PO/AEng1VbEu+tBMr9O/+bzZ9/7/Z9P3/5nKF9/6yyy7bappmmyWk7W4jYBhGIPAB8D3TNE8bLW/waO7CRVGiaZovAy8DjBw50pw6daq9U+kyq1evxhXnpbqG097/RX+D+sKLKzSezCDl+HOkXH4/BCd1/bys8t7voMcQxs+43tpxQ36Bz6rvMbW3CT0va/XWsirYmAsbcmDzCcgohroGuZYQZDIuvhLfM3uYmBxFUlAdSd1rCdn1R4y9r8H1p8HTx9q5O0KeP/z3v0yMOwPJ11x8/fM3wSuAuHmvEddcS4DQo/RY8yRTe56F3ldKuuXeY9Dv+kv+70X9u/+bTd//bzZ9/7+53Om9tyuAMwzDGwne3jZN88PG0wW21EjDMGKAwsbzOUDCOY/HAyesmrBSl7TSLDj8EYz+EUz6/fnXTh+H11NgxbfhW586uUpGB9VWQO5aGP4d68ce8iBs/pPshUuYet7vT0klbM2TgG19DmQUyb8q+XpCWmQND/XOJpVNDD+7hIiiZVBSIg/mX/AasRPcI3gD6X/WLVrSKC8snX+2APa/DYPva7mfW9pjsOcV+OIx6Hk5VBZDVYn77X9TSimlLjFtBnCGLLW9AuwzTfPc3KTFwF3AHxuPi845/x3DMBYAY4Ay3f+mlJ22/x08PGH4oxdfC0qAib+DVY/D/v9B8q1dP78LnTokza2j7Cw2m7sW6qs73/+tOd7+MPonmF98h0N7NrDVGMfWExK4ZZXKLb6ekBoDT4yFsfEw/Ngz+KY31l8yPKDHYNkvFZXGvsxjJA9MPv81YidYP29HMTyg99XyZ6WuGrzO6Wew819QX9P6/jhPH5j2d3h/Bmx5FiJT5bwGcEoppZRT2bMCNwG4A9htGMaOxnM/QQK3dw3DuA84BsxrvPYpMAc4DFQA91g6Y6UuVdWnZcWj/43QPa75e4Y/Cvv/C6u+JwUZ/K3ZQ9YhlSXwzhSoPgU3r7MviDu6DDx9Ic6aQiM2x8pg3XFIz3uY9V7zKPoiEpACIyNipNjIiBgYGgV+tr/1asrhw99Dz+kw7mmZv3e3r8csKF1N8qCpls6zy/W9Fnb/G46vgl6z5VxdFez8J/SaA2EDWn8+cTr0vwE2/h5S7pBzEUMdO2ellFJKtcqeKpRf0fy+NoDLm7nfBJpZPlBKtWrPq7KaNeJ7Ld/j4Qkz/g1vpcGXP4DZr3fZ9C6y8lFJq/PvAYvmwu1bpedWa7KXS/Dm3fHSjXUNsL8YtufDjnzZy3b8tFyLCPBkQmQZ4/N+xKgZd9Nr8OSWM033vQ01p2H8ryBufIfn49J6Xi5BaeaipgBu/wKpAjriCfvGmPIXyPoUdr0Mwb3A9+KCKEoppZTqOnYXMVFKOVBDPWz/m6ToRY9q/d6IIdK8euPvpa9VohOqUu5fAAcWSEpn4kxYMBE+uRmu/xw8WvhrpTxPmktPvqPdL5d1Chbul2BtVwFU1sn5Hv4wIhbuS5Xm2f3CwGhIhFe/gF17YfAGmv33J9OEHf+QtMDYce2ej9vw8pOV2szFcPk/5dy25yRVtOdF//7WvKAEGPsz+Oon0ENX35RSSiln0wBOKVeQuRjKjkgfLnuM+RkceBeWPwR37QbvAMfO71zlJ2DlIxAzVgJJDy+Y/i9Yeg+s/TFMaeFnyF4ux0T79r+droZPDsH7GbAlDzwMGBoJtwyG1GjZyxbfvZlaLp4+MPbnsOx+OPKpVFC8UO5aKN4DM//jnsVg2qPPtXDoQyjYKiu8Rbva/3OP+D4c+0LSKZVSSinlVBrAKeUKtv0VghJlz5I9vP1hxsvw3jRY/yuY/Ixj52djmrD0PtlHdcWbTattg++G/M1S7CJqJAy86eJns5dBQJSsILagrAq+Og5LM+Wrqg76hknT7LmbWu+SAAAgAElEQVTJENWtxUfPl3KnrFCue1r2el0YrGz/B/iFwsBb7BzQjfWaIwVNMhdB4U5Jeb2wKmVbvHxh3nLHzE8ppZRS7aIBnFLOVrANctbAlP/Xcvphc3peBoPuga1/kWqCgbGOm6PNrpfh6Ocw7R8Q2u/8a5c9B0U7Yem9EJ4igVplCeRvgryNkLUEel8lwUSjBlNSIr/Mlq/t+XIuyBduSIZ5KTAsqgOLZJ7esgq39B5Z3Tw3MD6TC4cXQurjXbty6SwBPSBuIux5TVZPx/5MUiuVUkop5ZY0gFPK2bb9FbwDYch97X92zE9g7+sSWI3/pdUzO19pphROSZwBw7998XVPH7jmfZifBh/MAp/ucOpg40UDegyCoQ9jmrC7ED46AEsOQsFZ2aU2NAoeHQVTEiVF0svj4pdol5TbYePvpC9cn6ubAsddL8uew+Z+hktVn2vlvfPwhuGPOHs2SimllOoEDeCUcqbyPCkIMuzb4Bvc/udD+0p1wV0vSTDnqCbTFUWw+AZZIZz16nmraOfpFg3XfAjL7oOQfjDobszoMZSFjCSnOohlmbB4JRwpBW8PmJoEV/aToC2s44Upm+fhBeN+AZ/dAYcWQv/rpffZ7peh1xUQ0sfiF3RhfRsDuIG3yHuklFJKKbelAZxSnbHx93AyA66Y3/48v4piWPEwNNRB2mMdn8PwR2HhVRKkNLf3rLPO5Eoz59NH4JqF0D3+vMumCSWV0iz7yCnIOjWWoxF7KTgLhRlQtBmq6+VeAxgXDw+NgDl9IdjRmXwDb4ENv4X1v4R+c6WYx9n85hulX8pC+sh7F+dGjciVUkop1SwN4JTqqIZ62PpXqCySZtCD77bvOdOEjDdh9Q+gpgwm/aFzq0FJsyG4N+x4wfoArjQL3p8OlcVUXbuUzG6TOXJQgrWsU40BW6lUjLTx9oCewRAdCKNiIbIbRAZAVCCMjpVjl/HwlNTST26Bg+/L71Fw76aeaN8k/a5z9gyUUkopZQEN4JTqqLyNErz5hkh6Wu85EBDZ+jMlB2XV7fgqiB0PM16Snlyd4eEpKZhrnpQS8RHW9OqqK8pg93tP8lX9fazr8V22LQn6eiUNIK479AqBawdA7xDoFSrHuCAL9q9Zqf88WYVb9T04mwdTnm05BVQppZRSysVpAKdUR2Uukn1W3/oU3pkCq56AK99u/l7ThE1/lJL/Xn4w/UUY+qB1gcTgeyH957LCNOOlDg1RVQe7C2BrHmw+UsrGE/Gc4RMAUhrgjqGQFiNBWlII+HtbM3WHs63CfTwPvPylcqdSSimllJvSAE65HtOUBszVpRdfixkHIb27fk7NObwI4qdC7DgpILL+V1L5sNcV599nNsDKR2Hnv6Df9TDt7xAYY+1c/MNg4K2Q8RZMegb8Qtp8pKwKNuTCplwJ2vYUQm2DXOtFMVd7bWLChGmM6x9NuLtX2+/3LYifAtGj5PdKKaWUUspNaQCnXM/RpVKUozl+YXD7VghO6tIpXaTkAJw6AKnfkV+P/jEceAdWfBvu2gM+jRu9Guph+YOw51UY9UOY9McONDWz0/BH5XUy3pC+cBc4XS3BWnoOrM+BfUVgAr6eMCyqgfvjdjAi73nSqj4lvNdoWcnrfolULDQ84KbVzp6FUkoppVSnaQCnXM/W56BbDNy46vwUw4oiWDgHFs2FW9Y5twlz5mI59rlGjl6+MOPf8M4kSH8apv5Fgrel90DGfGkqPf5XjgveAKLSZIVyxwuQ+l3Kaz3YlCvB2oYc2FMkTbJ9PSUV8omxMC62nmFlC/Dd8HMoOwJxk2DiQoif6Lh5KqWUUkqpDtMATrmW4r2QvQwm/g7CBpx/LbQfzHkbFl4Nyx+CK950bEDUmsOLIGI4BPVsOhc/EYY+BNueh/43yvHAApjwGxj7M4dPqaIWNif8lg1bNrJ+/ml2lYZQb4KPpzTGfmw0jI2X7/1s/+V/8QRs/ztEpsH1L0LiTOf9niqllFJKqTZpAKdcy7bnpcjHkAebv977SlnJSn9a9jN1pn9aR1UUwol0GPf0xdcmPyOrc+9OkabRk56B0T90yDQqa2Xv2vrGlMidBVDXMA0vj0kMrzjEt0eGMC4eRsS0UHDkbL40AB90d2Nzbg3clFJKKaVcnQZwynVUFMO++ZByJwT0aPm+sT+Fgi2w+vsQMQwSpnTdHAGyPgFM6HPtxdd8g+Hyf8KSG2HqczDie5a9bFUdbM+H9cclYNtRADX14GnA0Ch4ME2aZI88+nsCtvwKkg9CaN+WB9z2N6ivhTE/1eBNKaWUUspNaACnXMeul6CuqtkCHOcxPCR98u0xUhr+9q0QlNA1cwRJn+zeEyKHN3+933Xw3dOyktgJ1XWyqrY+RwqPbM+D6nrwMGBwBNwzXAK2UbEQ6HPOg+EPws5npTfddYuaH7zmDOz8J/S/vvUgTymllFJKuRQN4JRrqK+R4htJsyA8pe37fYPh2oXw9mj4+Hq4+Svw9Gn7uc6qrZA9eoPva33VqgPBW219U8C2PkfSI6vqwABSIqQP2/h4GBUHQb6tDBQYI+mda34IWZ9Kg/EL7XoZqsukMqZSSimllHIbGsAp13DgXTibB7Nf+//t3XecnFd97/HPmV63r1ZadVuyZFvucgFcZBsbFzA2mGLTEnq7BBISQi65CZeQALmX5BJy4UKMMWAwPbgFY2zLvUiuklwlN/XtMzu7059z/zijYmllaXdnd2a83/frNa+ZeeZ5nj2Pzu7q+e055/c79GPaj4Tzvgc3X+nWnR1x+dS1b5eX/gil7J7sk5NQ8mBdj5sS+cBWWLPNJSIBOLIDrlzhRthOmQst440HT/wzV1Lgjs/AgnNeGVCWCy7T5/xVbh2hiIiIiDQMBXBSe9a6gKLtSJcFcTyWvRPu+jxsuGZ6ArhN10OoaULr7soebOjdM8K2ZhtkCu6zI9rhHUfBaXNdpsi26CTb6Q/B2d+CX58Pa/+3Wze4y9M/g8xWOP8/JvlFRERERGS6KYCT2tt6D/Q84gpHjzeZhs8PR77XBSkjOyHeNTVtBFfX7fkbYPFF45quuTUNP1kH122AgazbdngrXLrMjbCdNg86pqKk3aLzYOnb4cGvwlHvcyUPrAdr/hk6jnHTVUVERESkoSiAk9p7+F8g0uYCsYk46v2w5htuZKmKWR/3s/1BV0JgyRjZJ/dhrRtlu+Zx+MPzbtt5h8HFS13A1hWfuma+wqpvwgv/5TJ2XvIr97p/A1z4Y2WeFBEREWlACuCktoaeh43/Cad+EYITHIbqOBq6TnLTKKcqgNv2AKz+HPgCsPjCMXdJ5WHtNnhwK9z+Ajw3AK0R+PhJ8J5jYF7T1DTtVTUtcNMn7/nv8OKtLtBNzodl76pBY0RERERkshTA1aPiKNz4bhh4av/POo6Bi66F4GQXSdWJx7/rpkEe98nJneeoD7iEHb1PQOex1WkbQO86uPdLbu1btBPOv8plwMQlIbl3M6x+0QVtT/aCBUJ+OL4L/vmNcMkyiNT6p+ykv4D1V8N/vQ9Gd7r6dP6xKnuLiIiISL2r9a2ljOXOz7u1Vke8A3x73Wh7RXj2l/DHj8MFP2z8KXClPGy42mV0TM6d3LmWvxvu/HPY8CNY9b8m37bBjRz5wlfh4dsg3ARv+Ac48c+wwQTrdsJvn4YbnoXeUQj74cQ58NlT4dR5cMLsOgja9hYIwznfgt9cBJFWOObDtW6RiIiIiExQPd1mCsCmG+Hx78DKz8NZ/7z/5/f9Pdz/ZZf+/YRPT3vzqmrT7yDbB8d8ZPLninXC4ovh6WvhzK+5qY4TMbwVHvgKrL+KDuvHnvwFXl72BR4bauHx+2H1S7Bp0I2ynbMILl0OZy+qs4BtLIsvhJO/AG3LIJSodWtEREREZILq/bZzZhnZAbd8EDqPdyM+Y3nd/4CdD7v1WJ3HwbwzpreN1fTE96FpISw8rzrnO/r9Lih86dYDrlM7oNE+eOhrFB77fzxqT+a+rt9x++iJvPzUbIYedbvsGmn7yIlw0RJoHn+t7to682u1boGIiIiITJICuHphLfz+T6E4DBf/1E17G4vxwUU/gWtPgRsuh/c+Mvnph5PxzC/g0X+D0/9xfMHk0CZ4+Y/whq+4NXDVsPhil81yw48OOYArFfI8fefV3PvkZu615/GQ76tkbRhfH8wNZ7jgcDh+NhzbBUe0QbBKTRURERERmQgFcPXi0W/Di7+Hc/8d2o989X3DzfDW38K1p8INb4d33nnggG8q5Ybgtk+5aZA/P9OtrTrzG26d1cGs+w8XjB79p9VrTyAMy94NG34A+dTuZCO7m1uCFwZhXY97rO+FJ3f6yHkfB2BJS553Lgpz+ny3lu3R+9eyatWq6rVPRERERGSSFMDVg771cNdfwmEXw3GfOLRj2o+CC6+B698Ot/83OP97U9vGsTzwPyHbD++6201dfPhfXLbGVf/qkoocKMlKuQDrfwCHvbkqo4fWQn8WNqdhS/JzbCkn2HL9NnqjzfSOQv+o+zxT2HNMPAhHd1reE/gpx0Zf5nWX/y1diRoEwSIiIiIi46AArtZKObjpSjda9KYfjC+z5NK3wSlfhIf+CRa+EZa9c+raua+BZ9zUyRUfhHmnu8eR74E/fARuvhKevAbedDUk5ux/7KYbXEHsYz867i+bL8GzA7C+xz029MLTfZAt7dpjCfi/Tsv2FF1t0B6F47qgI+Yec5OwYhYc1gq+nkfhJ38Cb/h/oLweIiIiItIAFMDV2r3/A/rWwWU3QWzW+I9/w1fghZvh7i/CkkvBH6p+G8dy519AIAqnf3XPtlnHw5UPwGP/7trzq/PgXXdBtO2Vx677PiTmwaILXvVLjBZdbbUNvZWArRee64ei5z5PhuDoWXDFCljQDAuaXLHsuc/+bxL3fx7evBFaDj/wF3jqWlemYenlE/xHEBERERGZXgrgJqv/abjrr6D79S6Aal9+6MduvRfW/i849mNw2EUT+/o+P5z5dfj1Ba4o9omfmdh5xuPFW+D5m+CMr0O8a//2nPgZV3D8NxfAby+Gd/wRgnH3eeoFePEPLpvmXslLUnnYUAnSdj1vGnCFscGNpK2YBWcvdEHbik6Y3wy+sQYsQ++EB/7KBZKrvjn2NXhlePpnsPii/QNMEREREZE6pQBuMqwHt34Etj/oCm/f80VoW+4CuSWXweyVLlHHWAoZ+P0HoHnR2PXexmPh+bDgXFe/7Og/cYWnp0q5CHd8zo1snfhnB95vwdnYi64jf+N7yf32A+Te9FOyXoi+B//IFt972FL+LFtvg61peGHIrV/bZU7CBWtvWeqej+6E2YlxzC5tmg9HvtcFtCf/FcRn77/P5tUwst1N+xQRERERaRAK4CZj/Q9h6z1w/lWultmm62Hjb2HNP8NDX3Pb3vLL/bIhAnDXF2DoeXjXagglJ9cOY9wo3E9WwppvwOkHqCE3AdbCcMGNkA3lILXuJoYGV5A67m8YejTMUK6yPQ+pyuuhyuts6TLwj8B24Ie7zvgR8H0EHoGOKMxtcmn6r1yxJ1hrj1Wh4af9rZsiueYbY4/CPXWt+3c/7M1V+GIiIiIiItNDAdxEjfZVpk6+AVb8iRtpO+FT7pEdgCd/5DJLXne6W9/WtGDPsS/eCo//Xzjpz2HemdVpT9dJsPwKePibcPwnIdF9SIc93QdfvhMKZbe2rFDe8xgpukCsbPc+4lLwXwrr3btIAFoi0BJ2ha0XtsCxldexgPs8su02opuuI9wyl/ah+5l7zheYe/Q5RIPVufQxtS6Bo94Lj39n/1G4Ug6e+7VLAhOMTmEjRERERESqSwHcRN39BSik4I3f2X+aZLQNTvqsWwd2/dvgp6fBZTdC14mudtotH3RTLd9QvZEywCUUefZXcN/fj6usQKEMIT8kQu551yMeguZwJUALlWh57B9o7llNy1u+R3P3ETSHXYB2cOfCXbfCmi+7wPLYM+EAM0ur6tQvwZM/gYe+Dmf/y57tz98IhTQs1/RJEREREWksCuAmYss9ro7Zyr+EzmMOvN/Cc+GKe+E3F7tC1xdfB8/9yq29euv91R/9aV7sRt8e/Tc46XMHLwgOLO+AXx+s+oC1cOsnYef34bzvwdIjxt+2M/4Jwi3Qtgx80/Rt17oEjnofPFFZC7erpMFT17oRuQXnTE87RERERESqZDrGQV5bykW47ROQXACv/7uD79+xwqXWb10G/3kJbLgGTv0bmH3y1LTv1C9BMOHS+FfLmm+41P+nfBGO/cjEzmEMnPrXsPSy6rXrUJz2Jddna77h3ucGXdmFZe9+RRZMEREREZFGoABuvB75V+hbD+f8257U+AeTmAPvuhOOuBzmn+2CiqkS64BTvgCbfgdb7p78+Z7+Odz91y7gqWJylGnTcjgc9X43CpfZ7qaYlgvKPikiIiIiDUkB3Hg8f5NbX3b4JbDkkvEdG0rAW34B77x96ottn/hZSMyF2z/jRp9ezdDz8Ms3wp1/CVvvc6URdtlyjyt1MPd0uODqA5dEqHe7R+G+7qZPth7hkr6IiIiIiDQYrYE7FJntcMdn3OhN+1Fwzrdr3aJXF4zBOd+C69/uRgxP/sux97OeS6iy40HYcpcrKh7rgiVvhXlnwe3/zWXPfOt/QiAyvddQTS2HwdEfcHXhygV4/d+Po6iciIiIiEj9aNAhlWliPXjsO3D1cth0g8sa+b5HXaHoerf0ba6g+H1/50bZxvL4d2HLnS4g/WQvXPRTV9bgqZ/Cze9xI26X3QzR9ult+1Q49b+DLQMWll9Z69aIiIiIiEyIRuAOpG89JzzzGRjZ4LIVvvG70Lq01q0an3O+DT88Em79GFz+h1eOOqVedHXsFp4PKz7oPjvyCvco5WDzapfVsnVJrVpfXS2HwUl/AUMbXzvXJCIiIiIzjgK4A3ngH4jlNsMF17hU9I045S45F874Gtz2KXjyx3D0+912a+HWjwLG1Yvb99oCEVh8wbQ3d8qd+bVat0BEREREZFI0hfJAzvkWD634kQt6GjF42+W4j0P362H1n8Nor9u27ip46VY48xvQtLC27RMRERERkUOmAO5AYrMoBppr3YrJMz44//tQSMPqz8HwFrjzL2D+KjjuY7VunYiIiIiIjIOmUM4E7Ue5ItwP/E/oeRS8Epx/VeOWBRARERERmaEOegdvjPmBMabHGLN+r21txphbjTHPVZ5bK9uNMeZbxpiNxpgnjDEnTmXjZRxO/SK0LoP+J+GMf3JJPUREREREpKEcyhDMD4F9M1r8NXCbtXYpcFvlPcCFwNLK46PAd6rTTJm0QAQu+RWc/lU44dO1bo2IiIiIiEzAQQM4a+1dwMA+m98KXFN5fQ1w6V7bf2SdB4AWY8ycajVWJqljBZz6N5o6KSIiIiLSoIy19uA7GbMIuNFau6Lyfsha27LX54PW2lZjzI3A16y191S23wZ8wVq7doxzfhQ3SkdXV9dJ1113XRUup7oymQyJRKLWzZAaUf/PbOr/mUt9P7Op/2c29f/MVQ99f/bZZz9srV15sP2qncRkrHz7Y0aI1trvAd8DWLlypV21alWVmzJ5q1evph7bJdND/T+zqf9nLvX9zKb+n9nU/zNXI/X9ROfS7dw1NbLy3FPZvgWYv9d+84BtE2+eiIiIiIiI7DLRAO564AOV1x8AfrfX9vdXslGeBqSstdsn2UYRERERERHhEKZQGmN+BqwCOowxW4C/A74G/MIY8yHgZeAdld1vBi4CNgKjwJ9OQZtFRERERERmpIMGcNbaKw7w0blj7GuBT022USIiIiIiIrI/5ZMXERERERFpEArgREREREREGkS1ywiIiIiIiIhMWu7lLIUdeUqpEqV0iVKqSClVwvgMkYVRIouiRBdFCbQEa93UaaUATkRERESkQVjPggcmMFb55deG8miZ3t/uZHhtavc2X8xHoClIoDmAV/BI3TfI0J0DAARaAkQOi5E4OkHsqAT+iL9WTZ8WCuBEREREROpQfnuO3Ms5ir0FCj0Fir0Fin0FrGcJzQ4TmRchPC9CeH6EcHcEX6jxV0eNPJVh58+3Ux4u0XZ+B8mTmwk0Bfa7Nluy5LflyL6QJfdSluyzI2QeSWP8huiyOIljksRXJAgkXnvhzmvvikREREREGpi1lsHb++m/sddt8EOoI0SwM0T8qAT4IL8lx8iTGdIPuVEqEzS0nNFG6xvb8UcbbwSqnCvT9587ST+YIjQ7TPeH5hGZHz3g/iZgiCyIElng9rGeJfdilsy6YTJPDNPzZAZ+AaE5YcJzI4TnRojMixDqDjfkv8/eFMCJiIiIiNQJW7L0/HI76YdSJE5oov3CToJtQYx//ymT1lpKqRL5LTkyj6UZvKOf1ANDtJ3XTvPprfgCjTEil9ucZfvVWygNlWg9t522CzrG3XbjM0QPixE9LEbHJbPIb80zsn6Y3EtZRp/OMLxmz3TM6BFx5n1iQbUvY9oogBMRERERqQPlkRLbr95KdtMobW/qoO1NHRhz4LVuxhiCLUGCLUESK5K0nt1O3w099P2uh6G7Bmm/qJPkiU0YX/2ul3PXvAUszPvMIqKLDjzqdqiMMUTmuRG3XUqpIvmtefJbc5hg/f57HAoFcCIiIiIiNVboybPt+5spDZXoem83TSc1j/sc4bkR5n58AaPPjNB3w052XruNwdv7aXtTB4ljknUXyFnPsuPabZTTZeZ9ZuHu6ZBTIdAcJNAcdFNQG5wCOBERERGRGspuGmXbVZsxfsPcTy4gujg2qfPFlsWZv3QxmcfS9N/Sx44fbiXUHab9gk7iKxKvOqo3nQZv72f0qRE63941pcHba40COBERERGRGhl9ZoRtV20m0Bpk7kfnE2wPVeW8xmdInthM4vgmhh9JM/CHPrb/YAvhuWFaz+0gflQCX7h2a+RGN47Qf3MviROaaH5Da83a0YgUwImIiIiI1MDIUxm2/2ALwc4Qcz+xgECy+rfmxmdoWtlM8oQmhh9OMXBrHzt+tBUTMsSPTpI8PklseWJaSxCUhkvs+PE2gh0hut45u25GBBuFAjgRERGRBuLlPUrp0gEzE76WWGvBjv1Zva3nGq/M+mE3tXG2C9788am9LTd+Q9MpLSRXNpPdNErmsTSZJ4bJPJrGhAyJFUlaVrW9aur+arCeZcePt+Jly8z92Hx8r/Gi21NBAZyIiIhInSoOFhl5MkNxZ55CT4FCT57SYAlwdb/C8yJEFkZ3P4KtwRq3uHpGnsrQ+5sdFPuKY35uQgZf2Icv4nfPlYeJ7Hnti/gwAeNGeAyVh8EEDIGkH39TkECTH39i/0LRU2n4sTQ7fryV8LwIcz+2AH9s+oIY4zPElsaJLY3T+bbZZDeNMvxYmsyjaYYfSRNfkaDt/I4pCeTKmRJ9N/aQfW6UWe+eQ7g7cvCDZD8K4ERERETq0MhTGXb8aCtezsOEDKFZYaKHxQjNCuNvDlDYnif3UpbUPYMMrR4AIDwvQvPrWkie2NSwIxulVJHe3/WQeTRNcFaItgs6XOC1tzJ4BQ8v5+Hl3cPmPUqpIl7Pnu22eIDhuzH4oj46oq30DOwgMi9CeF6EUFe4qqOcxYEiw4+k6P+vXiILonR/bD7+GvaT8RtiR8SJHRGn4y2zGLp7gKHVA2z+5otVDeTKI2UGV/czdPcgtuDRsqqNplPGn2VTHAVwIiIiInXEWsvg7QP039RDuDvM7PfNJTgrdMB1QrZkyW/Lkd00SnpNip5f7qD3+h6SJzbR/LqWKZ8SVy3Ws6TuH6L/xh5sydJ2YQet57RPqhi1LVtsuTIN01psJZ6zBY/ScJnycIlSukQ5XaKUKpF9Kkf6wSFSd7sdTcAQaA1ifIDfYHwG4zf4436CHUGC7SGCnSGC7UECbcH92mqtpbA9T2bdMCPrhslvzQMQWx5nzp/Mq2kSkX35o37az++k5Yw2UncPMnhnP5u/+SKBlsCekc7K6KY/GXDX3Bok2B4k2BbEF/Pv9z1azpYZWj3A0J0DeAWPxPFNtJ3fQXh2uEZX+dqgAE5ERESkTngFj50/307mkTSJE5roevecg07tMwFDZEGUyIIoLava3Kjc/UMMr02Rvn+I0Oww0cOjRBbHiC6OEWgN1FXSCGst2Y2j9N/cS+7FLNGlMWZdPpvQrMnf5Bu/GXsELeon0Lz/dNMnVz/NWWeeRbGvQG5zjvyWHKVUCcoW61WCwTIUh4qMbhzBFvYZ4fO5/jABnysW7VnKw2UwEFkYpeOSWcRXJAl1VifT5FTwR/20nd9B85mtpO8borAz70Y0K4/SUJHScyN4We8Vx5mAAR+vWLNoyxY8SByXpO1NHYTnaMpkNSiAExEREakDxcEi26/aTH5bnvaLO2k9t33cgZYxhuiiGNFFMcqXdjG8JsXIhgzptWlS9w4BEGgOEFkUJTw3QmhOmHB32I0yTXNQZ8uWzONpBu8YIL8lhz/pp+vKbpIrm2oaYBqfm64amhWGVymmba0Lzop9BYp9BUqpEl7Rw5Ystmjdc9kSXRQlviJJoKmxbrv9ET+t57Qf8PNytkxpoEhxoEixv0A5Xdodu+3uPb8heXwT4bkK3Kqpsb6TREREZMayZUspXaI0VKQ8XCLQHCQ0O1xX09AmKvdSlm3/sRlbsnR/eD7xoxKTPqc/6qflzDZazmzDli357XlyL4ySfSFL7qUsmceHd+/ri/hcMDcnTKg74p7nhPFHq7s+yyt5lAZLjD6VYfDOAUoDRYKdIWa9czbJlc34go3Tl8YYAk0BAk0BoodNrvB2I/JH/fjn+hWc1YACOBEREalL1lrS9w+RfmiI4pBbp7RfSnkDwY4Q4e4w4e4IseVxIgsaY83XLpn1w+z40VYCTQG6Pz2fUFf11wcZvyEyL0JkXoSWM9y2cq5MYXue/La8e96eY/iRNN59Q7uPC7QGCHaE3DREU0ndbwCfwex69uEyOxJa8rcAABhRSURBVPrc+937+cAYKGfKbpRmsPiKPowsjtJ5aRfxoxMNXxJAZDopgBMREZG6U+wvsPPn28k+N0p4XoT4sjiBliCBlgCBliD+hJ/SYJH8NheA5LfkyDw+7LL7LYrSclYbiWOSdV8nLXXfID2/2kF4XoTuj8yfkkLOB+KP+IlW1sXtYq2lNFSisC1Hfnue/PY8pYEiXt4DD5cIxAO8SkIQW3k91meeW//ki/sJtgWJLYsTbHUJL0Jzwg2TXEWk3iiAExERaQDlbJlir1trU+gtUBooEmgNElkQJbwgQiDx2vgv3XqW1H2D9N3QgzGGWe+YTdPrWsZeEzU/SuLYPW/Lo2XSa1IM3TXAjmu2EmgL0nJGK02ntlR9KuBkWWvp/69eBm/tJ3ZknDkfqI+MhMYYF2S1Bokfnax1c0RkDK+N3/YiIiKvQeVcmYE/9DG8JkU5U37FZ/6k322rTEcLtAWJLIwSXx4ncXzTtBYlrpZiX2XUbeMosWVxZr1rzrgKU/tjflrPaqPljFZG1g8zeOcAfb/rof+mXkLdbsQnPD9CZH7163uNh1f06PnFDobXpmg6rYVZl8+u+5FCEakfCuBERETqjPUsww+n6Luhh3KmTOLYJOH5UUKdwUrNqRC+kA8vVya3JUf+5Ry5l7PkXhgl82ia3t/uJHlyM82vayU8pzHqLY08k2HHD7cCMOtdc2g6tXnCmQiNz5A4tonEsU3kNmcZfiRNfkuO4bUpUvcOun2ChnB3ZHdAF64EdVPJepbhta6Ic2moRNuFHbSd11FXKf1FpP4pgBMREakjuc1Zen+zk9yLWSILI3R/eP4Bk3L4In5iS+LElsQBNy0v93yW1H2DpO8bInX3IJHFUZpf10J8RbLuphHukrpvkJ5f7yA0O0z3h+YTbDv0UbeDicyP7l5rZT27p77X5hy5zVnSDw2RuqdStDlk6Ei00juwg3BltC40KzTpBBvWWkY2ZOi/qZfCjjzh+RG6ruwmtjQ+6esTkZlHAZyIiEgdsJ6l73c7Gbp7EH/cT9cVc0iubB5X8GCMIXp4jOjhMcqXlUivSZG6f4idP90O/u3ElsSJH5MksSIxZhHj6WY9S9+NPQzdMeDWgb1/Lr7I1AWZY9X3sp6l2Fsg93KO/JYsufU7ST04hL27MlIXMoRmhzEGbNntT9kl6fCFfJiQwRfy4Qv7MCGfex0y7nXYFXMefiRN7oUswc4Qsz8wl8RxSY26iciEKYATERGpA3039jB01yDNb2il/eLOSY+W+RMBWs9up2VVG7mXcoysGyazbpjeX+2g91cQWRghenicyKIokUXRac1+COAVPHb8ZBsj64ZpPr2Vzku7arIOzPgMoa6wmz55cjMbWp/mrDPPorCzQH5zltzmHIWegkuZ7zcYP7uDaq9osQWP8kiZ0mARr+DhFdw2W9xT78Cf9LtkLKe2aK2biEyaAjgREWkY1lq8vEd5uEx5pIQxBl/Uhy/qxx/1YwKNeXM8eOcAQ3cMuEDmbV1VHZ0xxhBdFCW6KEr7mzsp7Cwwsm6YkQ3DDK7ud6nhgWB7kMiiKLEj4iSOTU7pSFh+e56dP9tGfkuOjku7aDmzta5GpIzPEK4UtW46ZWLnsJ7FK3jYvIcv7scXaLykMiJSnxTAiYhIXfIKHtlNo4w+PUL2hVHKwyXKmTK2tG8l5z1M0BBoDRJbEiO6NE50Sazu0+sPP5qm73c7iR+bpPOy6gZv+zLGEJ4dJjw7TNt5HXgFj/yWHLmXsmRfzDL63CjDD6fp+fUOEsc10XRKM9HDYlUrslzOlhn4fS9D9wzii/iY88F5JFa8NlPVG5/BH/HDFAbCIjIz1ff/aiIiMqMUB4tkHk+7oG3TKLZkMQFDZFGU0Ow4gYQffzKAP+7HnwiAtZRzHl62jJf1KI+WKezMk344Teq+IQBCc8LElsQIz48Q7o4Q7ArVzWjI6MYRdl67jciiKLPf0121QOlQ+UI+oofFiB4Wo5VKEpQXs6QfSpF5NM3wmhSBtiDJE5rwx/3g2zOF0ASMG/mM+fHF/K5PYmOPglrPkn5wiP6beimPlml+fQvtF3S6PhQRkXHRb04REak5W7IMru5n4A992KIl1BWi+fWtxJbHiR4eG3dNM1u25DbnyG4cYfS5UVIPDGHvrozc+SDU5abHhbojhLvDhLvD+JsC0zqNL789x/arthDsCNL9ofl1UbfNGEN0cYzo4hidl3WRWTdM+qEUg7f37643dzC+iA9/U4BAMlB59pN9Pkt+S47IYVHmvm024bmRqb0QEZHXMAVwIiJSU9lNo/T8cjuFnQUSxyZpf8ssQh2hSZ3T+Pes+2p7owvoin0F8tvy5LflKGzLk31hlOFH0ruP8cf9hLrDJE2c0gnFKcvSaD3rkon8dicm5KP7owvc6Fad8YV8NJ3UTNNJzXglD0p2TxZGz2JLlvJoGW/UjXyWR8t4I2VKmRLldInScIn8lhyj6RK+mI/Z7+smcUJTXa11ExFpRArgRETqmLWW3EtZMo8P42XLWA9381y2WA98QUOwPUSwPUiwPUSgPUigKTDtU/Emopwp0XdDD+mHUgRag3R/eB7xo6dmPZTx78k0mDyhaU8bRssUtrugbldwl3w5zgtf2UjTymZaz26vWnFnay0j6zP0/76XwrY8wVkh5nxgblVrnk0VX8A35h1DsP3QjrfWKnATEakSBXAi0hCstdiixcuWKWc9vJxb84SFYIcLXl5L6bmLg0WG16ZIr0lR7C249UZxP8bnghG3FsngZctuFGmv6W3Gbwi0Bwm2BfcK7oL4E4HKmiUfvpgfX/DQp+x5RQ9brhQ7Bth1M773P7nZ895gXvGZV/AobMuT35rb89iRBwut57TTdn4HvvD0TyH0x/y766btcvdNd7Msu5T0Q0OkH0oRX5GgdVU7geYAXn5Pmniv6O1eC2b8+z8T2PM69/wo/b/vI78lR7AzRNd7ukme2NQQgXY1KHgTEakeBXAiUtds2ZJek2Lgll5KQ6UD7+jDBSudIUJdIeJHJlz2vAYK6rySR+bxYdIPDpHdOAoWoofHaD23ncRxSZfRbgy2ZCkOFin2Fyj2Fyn1FygOFCn2F8m9lHKB7hhMsJKEIuoCOn/UJaMwQUN5pOyyPg6XKA+X8fJjn2Mi/Ak/4XkRWpcnSJ7UTHhOdUa4qqUcLzPr4tm0XdBB6u5Bhu4ZYGRdZtLnDbYHXXHuk5ob6vtSRETqiwI4kTpnraWwPc/osyMU+4uUMy6Venm4RClThrIlNCdMuJKMIdQdITwnXJPRjGraPd3sph4KOwtEFkZpfkOry3gX9bvaXxE/WLe2qdBboNjjnrPPjjB0xwD+uJ/4MUkSxyWJLY3X7U1zoSdP6v4h0mtSeCNlAm1B2s7voOnkZoLtB18LZgKGUGeIUOfY+5ZHyxT7C5RH9mRq9LJlvNHKaOZomXK2TClVpLw9jy16LqNgMkB4fnR35kcTNHtG+irP1lbe7J3gYt99sBi/z9XVmjv9yUImKpAI0H5hJ63ntJNZNwyexYR8+MI+fCEfJmjclNay3WuNmFsbtu9zoClA4rimuv0eFBGRxqEATqQOlUfLjD47wujTGUaeHqGcciNPvqjPpVBP+Al1hYku8YN1RXGH16ZI7Rol8UPTyS20ndtOcJLJIGoh+/wofTf2kHshS7AzxJw/nUv8mOQBb/qji2OveO/lPUaezpB5fJjhR9OkHxjCF/MRPTy+O+NguDtCoD1Yk0CinCtT2JEnvzVP5rG0G23zQWJFkqbXt7hgs4pT6/wxP/5YtGrnm2l8YR9NK5tr3QwRERFAAZw0MFu2lFIlypmS+4t41I8v5qub+k7j5eU9MuuHGV6bYvTZEfBcwBY7Ik5seYLY8jjBlgMnO7DWUhookt+WZ/SZEdIPDpF+aIjkSc20vbGd0Kz6mqa2L+tZRp8eYXB1P9nnRvEn/cx6x2yaTm0Z96iFL+wjeVwTyeOa8Ioeo8+MkHl8mNxLWUbWD+8eGfKFfYTmhAl1hQjNChOcFSI0K/Sqo17WsxR25Bl9bpTsphFKqRK2YPEKHrboYQsWay3+eAB/0k8g4Z59Ef/uLIilweLu8wXagrRf1EnTqS0EmvQrWURERF6d7hak7lnPkt+aY/SZEfLb85QGipSGipRSpTHrEpmgwR/zE2gJukQOlex8wTaX1MHfHKibIM8remQ3jTL8cJrME2lswRJoDdJ6djvxoxNEFkQPOXgxZlc2whCJY5K0ndfO4B0DpO4bZHhtiuQJTTSd1kJkQbSupld6RY/hh1MMrR6gsLOAvzlA+5tn0XJ6a1Xa6Qv6SKxIkljhsht6ea8y+uWyDhZ25Bl5MkP6wdReB8HsUAcvr30ef8KNePoTAUpDRbIbRymPlIFK8pTOEL4WH6YypW5XLa/ySJlypkQpVSS3NYc3WibYHiKyKEr4dS1u2uucMIG22owCioiISGNSACd1qTRcYvQZN4Vw9JkRyhl3wxyoBGHRpXGCrUECrUH8CT+2sGtdz556RKXBIrkXs2QeS8M++Rf8CT+B5gCBZneO0OwQodnuhtofP/iPRTlXZvSZEUaezFDsLbhA0lq3HqjytXxRn1tHFPe7dVsxP+WRMqWBokswMVCknK5MjYz4SJ7YTNPKZiKLo1WZPhdoDtJ5aRet57YzdEc/Q/cOumyFBkKzw0QWRIgsiBJeECU0OzTtQW2xv0D6wSFS9w9RzpQJdYfpurKb5AlNmMDUBTS+sI/IwiiRha+cUlgeLVPoKVDsyVPoLbDl2S00JZopj5Qo9BYoZ0r4Y35iRyWILYnt/h4UERERmU4K4KRueHmPzLphhtekGH1uBKwrrBtbVplCuCw+oSlmtmwpDVaCpsEipVSR0lCJUqpEcahI9vlRvNyeCM+f9BOaHaY110Tv4E58Md+eACxTZuTJDNlNI1AGX8xHuDviAi4flTTqBqzFy3rkt+YrhW7LLsjzQaDFBaHx5XECbUHCc8LEjkyMK6X7eASSATou6aL1vA5yL2bJvZQl93KWzPq9Rp18LqgLd0cIz3XPoa5Q1ZNNeCWPkXUZUg8MkX12BAzElsdpXdVOdGmspiNR/ph/d+FngPXxJzl+1Yk1a4+IiIjIWBTASc1Ya/FyHvmXc6TXpvZMIWwL0vbGduIrkoTnRSY9GmX8hmBH6IDJPKy1lFMl8jvyrqDvDjetLtQXIt0ztF/69FBXiNYz24gfnSSy6NCmOFrP4uU9l7muRlno/FE/8SMTxI9MuDZZS6m/SG5zzhUx3ppj9LkRhtfumUroi/gq68LChGaFMAFDKV2inC5Rqjxsybo1iBHfK573rRNmy5aRDRmXZbE1QNsFHTSd0qJRLBEREZFxUAA3wxX7CwzdNYAJ+FzB2V2P4K7X+2w3Bi9fST2eLePlPBfgeBbruZt0rAtYjGF3sWHjMxg/lLOeW782WKQ4VMJWgqOpmEJ4qIwxbr1cS5D48sTu7atXr2bVqlXYst09imaCPoJt4w84jM/gj45dw6tWjNkT2CZPaNq9vTRcorAtT6EnT6GnQKGnQHbjnsDOBA3+ZIBAU4DwnDAmYFxx47xHeaRMcaCIzXtuOqndnUfejbYtidF0WguxI6qbZVFERERkplAAN8OV0iXSD6VcvaLSGBlBDoEJmcoUQoPxsfvZWqBssZ7Flt1rX8RHoDVIcFbYTYlscUkgYkfEdyd/qDfGbwgkA5CcGT8ugWSAwLIAsWXxV2z38h7Wc32opBsiIiIitTEz7kjlgKKLYxz+T8sAN6Vud/HZksUWd732dr/HutEyX7SStj/s00jKDFFPmStFREREZioFcLKbMW6apL4rRERERETqk/6kLiIiIiIi0iAUwImIiIiIiDSIKQngjDEXGGOeMcZsNMb89VR8DRERERERkZmm6gGcMcYP/DtwIXAUcIUx5qhqfx0REREREZGZZipG4E4BNlprn7fWFoDrgLdOwdcRERERERGZUYy1E6v9dcATGnM5cIG19sOV9+8DTrXWfnqf/T4KfBSgq6vrpOuuu66q7aiGTCZDIpE4+I7ymqT+n9nU/zOX+n5mU//PbOr/mase+v7ss89+2Fq78mD7TUXC+LGKgu0XJVprvwd8D2DlypV21apVU9CUyVm9ejX12C6ZHur/mU39P3Op72c29f/Mpv6fuRqp76diCuUWYP5e7+cB26bg64iIiIiIiMwoUxHArQGWGmMWG2NCwLuB66fg64iIiIiIiMwoVZ9Caa0tGWM+DdwC+IEfWGs3VPvriIiIiIiIzDRTsQYOa+3NwM1TcW4REREREZGZakoKeYuIiIiIiEj1KYATERERERFpEArgREREREREGoQCOBERERERkQZhrN2vxvb0N8KYXuClWrdjDB1AX60bITWj/p/Z1P8zl/p+ZlP/z2zq/5mrHvp+obW282A71UUAV6+MMWuttStr3Q6pDfX/zKb+n7nU9zOb+n9mU//PXI3U95pCKSIiIiIi0iAUwImIiIiIiDQIBXCv7nu1boDUlPp/ZlP/z1zq+5lN/T+zqf9nrobpe62BExERERERaRAagRMREREREWkQCuBEREREREQaxIwL4IwxPzDG9Bhj1u+17ThjzP3GmHXGmBuMMU37HLPAGJMxxnx+r21/ZoxZb4zZYIz57HReg0zMePreGLPIGJM1xjxWeXx3r2O+aozZbIzJ1OI6ZGKq2P+/N8Y8XvnZ/64xxl+L65HxqWL/rzbGPLPXZ7NqcT1y6KrR98aY5F7bHjPG9Blj/rVW1ySHroo/++8yxjxR+d3/jVpci4zfeO/7jTHHVj7bUPk8UtleX/d+1toZ9QDOBE4E1u+1bQ1wVuX1B4Gv7HPMr4FfAp+vvF8BrAdiQAD4I7C01temR/X6Hli09377nOc0YA6QqfU16VGT/m+qPJvK74Z31/ra9JjW/l8NrKz19egx/X2/zzkfBs6s9bXpMT39D7QDLwOdlffXAOfW+tr0qHr/B4AngOP26nd/5XVd3fvNuBE4a+1dwMA+m5cBd1Ve3wq8fdcHxphLgeeBDXvtfyTwgLV21FpbAu4ELpuyRktVjLfvX+U8D1hrt1e5eTLFqtj/6crLABAClAmqAVSr/6XxVLvvjTFLgVnA3VVpoEypKvX/YcCz1treyvs/HsIxUgfG2f/nA09Yax+vHNtvrS1XXtfVvd+MC+AOYD1wSeX1O4D5AMaYOPAF4Mtj7H+mMabdGBMDLtp1jDScMfu+YrEx5lFjzJ3GmDOmv2kyDSbU/8aYW4AeYBj41bS0VKbCRH/+r65Mr/pbY4yZlpZKtU3md/8VwM9t5c/y0pDG2/8bgeWVKZYB4FJ039fIDtT/RwDWGHOLMeYRY8xf1aR1h0ABnPNB4FPGmIeBJFCobP8y8C/W2lfMd7XWPgV8HRe1/x54HChNX3Olig7U99uBBdbaE4A/B35q9lkbKa8JE+p/a+2bcFMpwsA509tkqaKJ9P97rLXHAGdUHu+b5jZLdUzmd/+7gZ9NW0tlKoyr/621g8AngJ/jRl5fRPd9jexA/R8ATgfeU3m+zBhzbm2a+OoCtW5APbDWPo0bNsUYcwRwceWjU4HLK4tVWwDPGJOz1n7bWnsVcFXlmH8Etkx/y2WyDtT31to8kK+8ftgYswn3l5m1NWqqTIHJ9L+1NmeMuR54K+6POdJgJtL/1tqtle3DxpifAqcAP6pB82USJvqzb4w5DghYax+uRbulOib4s38DcEPlmI8C5Ro0XargVe77twB3Wmv7Kp/djFs/d1st2vlqNAIHmEoWMWOMD/gS8F0Aa+0Z1tpF1tpFwL8C/2it/fY+xywA3ob+GteQDtT3xphOU8kuaIw5DFiKWwspryHj7X9jTMIYM6eyPYCbPv10LdoukzeB/g8YYzoq24PAm3FTcaTBTOJ3/xXo//uGN5H+3+uYVuCTwH9Mf8ulGg7U/8AtwLHGmFjl//izgCdr08pXN+MCOGPMz4D7gWXGmC3GmA8BVxhjnsXdiG0Drj6EU/3aGPMk7q8xn6oMr0sdG2ffnwk8YYx5HLfG6ePW2oHKeb5hjNkCxCrn+fvpvhYZvyr1fxy43hjzBG7qdA97fvFLHatS/4eBWyr9/xiwFfj+NF+KjFO1fvdXvBMFcA2liv3/fyr3ffcCX7PWPjutFyITMp7+r9zLfxOXpfIx4BFr7U2V89TVvZ/RGlwREREREZHGMONG4ERERERERBqVAjgREREREZEGoQBORERERESkQSiAExERERERaRAK4ERERERERBqEAjgREREREZEGoQBORERERESkQfx/GDZJ8ovJQDcAAAAASUVORK5CYII=\n"}, "metadata": {}}]}, {"metadata": {}, "cell_type": "markdown", "source": "\u53ef\u4ee5\u770b\u5230\uff0c\u6570\u636e\u7684\u5e73\u5747\u5747\u503c/\u6807\u51c6\u5dee\u5177\u6709\u8d8a\u6765\u8d8a\u5927\u7684\u8d8b\u52bf\uff0c\u662f\u4e0d\u7a33\u5b9a\u7684\u3002\n\n\u4e14DF-test\u53ef\u4ee5\u660e\u786e\u7684\u6307\u51fa\uff0c\u5728\u4efb\u4f55\u7f6e\u4fe1\u5ea6\u4e0b\uff0c\u6570\u636e\u90fd\u4e0d\u662f\u7a33\u5b9a\u7684\u3002\n\n\u53e6\u5916\u6211\u8fd9\u91cctest_stationarity\u51fd\u6570\u5176\u4e2d\u4e00\u4e2a\u53c2\u6570months\u4ee3\u8868\u4ee5\u591a\u5c11\u4e2a\u6708\u4e3a\u4e00\u4e2a\u7a97\u53e3\uff0c\u8bfb\u8005\u4e5f\u53ef\u4ee5\u4fee\u6539\u5176\u6570\u503c\uff0c\u89c2\u6d4b\u7528\u4e0d\u540c\u5927\u5c0f\u7684\u7a97\u53e3\u5f97\u5230\u7684\u5e73\u5747\u503c\u7ed3\u679c\u5982\u4f55\u3002"}, {"metadata": {}, "cell_type": "markdown", "source": "\n\n"}, {"metadata": {}, "cell_type": "markdown", "source": "# 2.\u5c06\u6570\u636e\u53d8\u7a33\n\u5c06\u6570\u636e\u53d8\u7a33\u5b9a\u7684\u65b9\u6cd5\u6709\u5dee\u5206\u6cd5\u3001\u5e73\u6ed1\u7b49\u65b9\u6cd5\u3002"}, {"metadata": {}, "cell_type": "markdown", "source": "## 2.1\u79fb\u52a8\u5e73\u5747\u6cd5\n\u6211\u4eec\u5bf9\u539f\u6570\u636e\u4f5c\u79fb\u52a8\u5e73\u6ed1\uff0c\u5e76\u5c06\u539f\u6570\u636e\u4e0e\u5e73\u6ed1\u540e\u7684\u7ed3\u679c\u4f5c\u5dee\uff0c\u7136\u540e\u7ed8\u5236\u4f5c\u5dee\u540e\u7684\u66f2\u7ebf\u4e0e\u5b83\u7684\u5747\u503c\u548c\u6807\u51c6\u5dee\u66f2\u7ebf\u3002\n\n\u6211\u4eec\u4ece\u4e0b\u9762\u53ef\u4ee5\u770b\u5230\uff0c\u79fb\u52a8\u5e73\u5747\u5904\u7406\u540e\u7684\u6570\u636e\u57fa\u672c\u4e0a\u6ca1\u6709\u4e86\u968f\u65f6\u95f4\u53d8\u5316\u7684\u8d8b\u52bf\uff0cDFtest\u7684\u7ed3\u679c\u544a\u8bc9\u6211\u4eec\u572895%\u7684\u7f6e\u4fe1\u5ea6\u4e0b\uff0c\u6570\u636e\u662f\u7a33\u5b9a\u7684\u3002"}, {"metadata": {"scrolled": true, "trusted": false}, "cell_type": "code", "source": "moving_avg = pd.rolling_mean(ts_log,12)\nts_log_moving_avg_diff = ts_log-moving_avg\nts_log_moving_avg_diff.dropna(inplace = True)\ntest_stationarity(ts_log_moving_avg_diff,12)", "execution_count": 17, "outputs": [{"output_type": "stream", "text": "/home/ma-user/anaconda3/envs/PySpark-2.3.2/lib/python3.6/site-packages/ipykernel/__main__.py:1: FutureWarning: pd.rolling_mean is deprecated for Series and will be removed in a future version, replace with \n\tSeries.rolling(window=12,center=False).mean()\n  if __name__ == '__main__':\n/home/ma-user/anaconda3/envs/PySpark-2.3.2/lib/python3.6/site-packages/ipykernel/__main__.py:4: FutureWarning: pd.rolling_mean is deprecated for Series and will be removed in a future version, replace with \n\tSeries.rolling(window=12,center=False).mean()\n/home/ma-user/anaconda3/envs/PySpark-2.3.2/lib/python3.6/site-packages/ipykernel/__main__.py:5: FutureWarning: pd.rolling_std is deprecated for Series and will be removed in a future version, replace with \n\tSeries.rolling(window=12,center=False).std()\n", "name": "stderr"}, {"output_type": "stream", "text": "Results of Dickey-Fuller Test:\nTest Statistic                  -3.162908\np-value                          0.022235\n#Lags Used                      13.000000\nNumber of Observations Used    119.000000\nCritical value (1%)             -3.486535\nCritical value (5%)             -2.886151\nCritical value (10%)            -2.579896\ndtype: float64\n", "name": "stdout"}, {"output_type": "display_data", "data": {"text/plain": "<matplotlib.figure.Figure at 0x7f97b920f780>", "image/png": 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"metadata": {}}]}, {"metadata": {}, "cell_type": "markdown", "source": "## 2.2\u6307\u6570\u52a0\u6743\u79fb\u52a8\u5e73\u6ed1\n\u4e0a\u9762\u7684\u65b9\u6cd5\u662f\u5c06\u6240\u6709\u7684\u65f6\u95f4\u5e73\u7b49\u770b\u5f85\uff0c\u800c\u5728\u8bb8\u591a\u60c5\u51b5\u4e0b\uff0c\u53ef\u4ee5\u8ba4\u4e3a\u8d8a\u8fd1\u7684\u65f6\u523b\u8d8a\u91cd\u8981\uff0c\u6240\u4ee5\u4e5f\u53ef\u4ee5\u7528\u5f15\u5165\u6307\u6570\u52a0\u6743\u79fb\u52a8\u5e73\u5747\u7684\u65b9\u6cd5\u3002\u4e0b\u9762\u51fd\u6570\u4e2d\uff0calpha \u662f\u4e00\u4e2a\u5e73\u6ed1\u56e0\u5b50\uff0c\u5b83\u7684\u503c\u4ecb\u4e8e 0 \u548c 1 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"cell_type": "code", "source": "def exponential_smoothing(series, alpha):\n    result = [series[0]]\n    \n    for n in range(1, len(series)):    \n        result.append(alpha * series[n] + (1 - alpha) * result[n-1])    \n\n    return result    \n\ndef plot_exponential_smoothing(series, alphas):    \n    plt.figure(figsize=(15, 7))    \n    for alpha in alphas:    \n        plt.plot(exponential_smoothing(series, alpha), label=\"Alpha {}\".format(alpha))    \n        plt.plot(series.values, \"c\", label = \"Actual\")    \n        plt.legend(loc=\"best\")    \n        plt.axis('tight')    \n        plt.title(\"Exponential Smoothing\")    \n        plt.grid(True);    \n\ndef plot_diff_exponential_smoothing(series, alphas):    \n    series_np=np.array(series)\n    for alpha in alphas:\n        ts_log_ewma_diff=series_np-exponential_smoothing(series, alpha)\n        print(\"          \")\n        print(\"alpha is {}:\".format(alpha))\n        test_stationarity(ts_log_ewma_diff,12)        \nal = 1 - np.exp(np.log(0.5) / 12)\nplot_exponential_smoothing(ts_log, [0.3])  \nplot_diff_exponential_smoothing(ts_log, [0.3])", "execution_count": 16, "outputs": [{"output_type": "stream", "text": "          \nalpha is 0.3:\nResults of Dickey-Fuller Test:\n", "name": "stdout"}, {"output_type": "stream", "text": "/home/ma-user/anaconda3/envs/PySpark-2.3.2/lib/python3.6/site-packages/ipykernel/__main__.py:4: FutureWarning: pd.rolling_mean is deprecated for ndarrays and will be removed in a future version\n/home/ma-user/anaconda3/envs/PySpark-2.3.2/lib/python3.6/site-packages/ipykernel/__main__.py:5: FutureWarning: pd.rolling_std is deprecated for ndarrays and will be removed in a future version\n", "name": "stderr"}, {"output_type": "stream", "text": "Test Statistic                  -2.799681\np-value                          0.058319\n#Lags Used                      13.000000\nNumber of Observations Used    130.000000\nCritical value (1%)             -3.481682\nCritical value (5%)             -2.884042\nCritical value (10%)            -2.578770\ndtype: float64\n", "name": "stdout"}, {"output_type": "display_data", "data": {"text/plain": "<matplotlib.figure.Figure at 0x7f97b9303400>", "image/png": 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bB5vNfGfwYMq9Xk5VV3fR6GKXBHRCCCGEEEKILldSW0up10umzdZi31irFYAct/tyDyvmSUDXTq+99hpKKXJycsIe99xzz1FSUtLhz9mwYUOLvndCCCGEEEJ0V8GCKJOaZegAxkhA1yoJ6Npp+fLlzJs3j5deeinscZca0AkhhBBCCPFRciAY0IXI0KWZTPQ1mSSgC0ECunZwOp1s2bKFZ555pklA95vf/IaJEyeSmZnJt7/9bVasWMHu3bu58847ycrKwuPxMHToUC5evAjA7t27WbBgAQA7d+5kzpw5TJ48mTlz5pCbm9sVlyaEEEIIIUSXyna5GJKURA+TKeT+sVarBHQhJHT1ADriK3l57A9E8NGSZbfzp1Gjwh6zatUqFi9ezOjRo0lLS2Pv3r2cO3eOlStXsmPHDqxWK2VlZaSlpfH444/zu9/9jmnTpoU959ixY9m4cSMJCQmsW7eO7373u7z66qvRvDQhhBBCCCFiXqiCKI2NtVp59cKFyzii+BCXAV1XWbFiBY8++igAt99+O8uXL8fv93PvvfdiDczrTUtLa9c5HQ4Hd999N3l5eSilqKuri/q4hRBCCCGEiGUen49ct5ulffq0esxYq5VSr5eLtbX0Tky8jKOLbXEZ0LWVSesMpaWlbNy4kZycHJRS+Hw+lFIsXboUFeiTEU5CQgL+QN+M6kblVn/wgx+wcOFCXnvtNU6dOtUwFVMIIYQQQoiPiiNuN34IWeEyqHFhlHkS0DWQNXQRWrFiBXfccQcFBQWcOnWKwsJChg0bRlpaGs8++yzuwHzesrIyAJKTk6mqqmp4/9ChQ9mzZw9AkymVDoeDgQMHAvWFVIQQQgghhPioCVa4bGvKJUily+YkoIvQ8uXLW7QRWLp0KSUlJdx0001MmzaNrKwsfve73wFwzz33sGzZsoaiKD/60Y945JFHmD9/PkajseEc3/zmN/nOd77D3Llz8fl8l/WahBBCCCGEiAXZTidWg4ERFkurxwwxm0lSSgK6ZuJyymVX2LBhQ5OMG8DDDz/c8Pdvf/vbTfYtXbqUpUuXNryeP38+x44da3He2bNnN9n+s5/9DIAFCxbI9EshhBBCCPGRkO10MtFmwxBmKZNRKUZLpcsWJEMnhBBCCCGE6DJaaw64XGGnWwaNtVrJ9Xguw6jihwR0QgghhBBCiC5TVFNDudcbcUCX7/FQEyg2KOIsoNNad/UQ4p7cQyGEEEIIEUsiKYgSNNZqxQ8clyxdg7gJ6MxmM6WlpRKQXAKtNaWlpZjN5q4eihBCCCGEaIeC6mr+dfZst/wunO1yATAxTMuCIKl02VLcFEXJyMigqKiIC13YHb66ujrugyGz2UxGRkZXD0MIIYQQQkTolfPneSA3F4fPR6bNRlZyclcPKaqynU6Gmc2kJLQdmowOVMGUgO5DcRPQmUwmhg0b1qVj2LBhA5MnT+7SMQghhBBCiI8Gl8/HI3l5PHP2LCMtFhweD8c8nm4X0B1wOiOabglgT0hgUFKSBHSNxM2USyGEEEIIIT4q9lVVMXX3bp49e5bvDh7MrilTADjWzQIZt89HnsdDZgTTLYPGSuuCJiSgE0IIIYQQIoa8cv48s/bupcrn473MTH4xfDg9TCYGJiaS182KgRxyufADkyLM0MGHAV13XE/YEXEz5VIIIYQQQoiPgseKihhhsbAxK4veiYkN20dZrd0uoGtPhcugsVYrTp+PktpaBiYlddbQ4oZk6IQQQgghhIgRfq3Jdjq5tmfPJsEcwCiLpdtNuTzgcmE3GhnWjsKDY6TSZRMS0AkhhBBCCBEj8j0eXH5/yIzVaIuFUq+Xsrq6LhhZ58h2Oplos2FQKuL3SOuCpiSgE0IIIYQQIkYEe7KFKhIyKhDIdJdpl1rriCtcVlXXsftUGVpr0hMTsRuNEtAFSEAnhBBCCCFEjMh2OjEA40MEdMEebHndJJApqK5u6K3Xlu++dojbntzGnf/YwbFzTsZareR2k/twqSSgE0IIIYQQIkZkO+uDFYvR2GLfcIsFA90nQ7ejqgqA6SkpYY87UlLJm9klzBvZm8Mlldzw503UlNZyJJDN/KiTKpdCCCGEEELEiP1OJ3NTU0PuSzIYGGw2c6ybBHTbKysxGwxMaiND9/t3c0kxJ/DXO6fg92t+vzaXJwrOUD4qkae3nWTER7x9gWTohBBCCCGEiAHldXWcrqkJu6ZstMXSbaZcbq+sZFpyMiZD6yHJnoJy3ss5zxevGkGqxURPWyI/v2UiP7pqDAA/XJ/D6vzuUySmIyIK6JRSPZRSK5RSOUqpo0qp2c3236mUOhD42aqUymy075RS6qBSar9Sane0L0AIIYQQQoju4ECYgihBoywW8jyeuG+qXeP3s7eqitlhpltqrfntOzn0tidy79yhTfZdO7A3ABPGpvHa8TqOlFR25nBjWqQZuseAt7XWY4FM4Giz/SeBq7TWk4CfAU81279Qa52ltZ52SaMVQgghhBCim4qkyfZoq5VKn4/zcd66YF9VFbVaMytMQLfleCnb88v48sKRWBObrhQbGVhPmDWhFzaT4muv7KfW6+/kUcemNgM6pVQKcCXwDIDWulZrXdH4GK31Vq11eeDldiAj2gMVQgghhBCiO8t2OuljMtG/WUPxxkZ1k0qX2yvrM2qtBXTB7Fx6qpnPzBzcYn+SwcBwi4WCuhrunZBIztkqHnvvWKeOOVapttK1Sqks6jNuR6jPzu0BHtFahywro5R6FBirtb4v8PokUA5o4O9a6+bZu+D7HgAeAOjXr9/Ul156qUMX1JmcTif2CPpkiK4lzyk+yHOKH/Ks4oM8p/ghzyo+dMVzegBIBX4b5phi4LPAN4Ell2NQneSnwGHg5Vb27z3n5c/76oO1qzJMIY/5LnAOeMzp5OWTJjYXe/n+LDMjerSsEBqPFi5cuCeSGY6RBHTTqM+6zdVa71BKPQZUaq1/EOLYhcATwDytdWlgW7rWukQp1RdYCzyktd4Y7jOnTZumd++OveV2GzZsYMGCBV09DNEGeU7xQZ5T/JBnFR/kOcUPeVbx4XI/J6/fj33TJh7KyOC3I0aEPc6yaROPDhrE/xs+/LKNL9qGbtvGjJQUXhk/vsU+n19zw2ObqPX5WfvVK0kwhp5U+I0TJ/hLURFvac2MWXNZ/KdNJCUYeOvh+VgS4z+oU0pFFNBFsoauCCjSWu8IvF4BTAnxgZOAfwA3B4M5AK11SeDP88BrwIwIPlMIIYQQQoiPjFyPhxqt22yynWAwMNxsjuspl2dqaiioqWm1IMqb2SXknqvia4tGtxrMAYy1WqnRmnNAstnEb2+bRP5FF795J6eTRh6b2gzotNZngUKl1JjApmuon37ZQCk1GPgf8Dmt9bFG221KqeTg34HrgENRGrsQQgghhBDdQiQFUYJGW61x3YuurfVzf9twgrH9k7lx4oCw5xlrtQJwKvB6zsje3DNnKP/ccoqtJy5Ga7gxL9Iqlw8BLyqlDgBZwC+VUsuUUssC+38I9AKeaNaeoB+wWSmVDewE3tJavx3F8QshhBBCiI+A3ZWVzNm7l+NxnJkKJ9vpJFGphiAlnFEWC8c9Hvxx2rpge2UlJqWYHCJ4PX7eSe65Ku6YMRiDQYU9zxS7HbPBwN5G2761eCwZPS08ti4vyqOOXQltHwJa6/1A8/mbTzbafx9wX4j35VNfSEUIIYQQQogO2VdVxaIDB6jwetlSWcnICIKeeLPf6WSczRa2yXbQKIsFj99PSU0NGWbzZRhddG2vrGSy3Y7Z2HKd2zuHzwJw3fh+bZ7HYjSyoEcPdpaVfbgt0cgnpw7iT+8d44zDw4BUS/QGHqMizdAJIYQQQghx2R10OlmUnU2y0YgCTlVXd/WQOkW200lWhFU1RwcC2nicdun1+9kVpqH4u4fPkjmoR8SB2OK0NAqBk43uxU1Z6WgNq7LPRGPIMU8COiGEEEIIEZOOuFxck52N2WBgfVYWAxITKeiGAd252lrO1dW1WRAlqKEXXRwGdAddLjx+f8j1cyUVHrKLHFwfQXYuaElaGgBrGmXphvW2kZmRyuvZxZc+4DggAZ0QQgghhIg5uW43V+/fj1Ep3s/KYoTFwlCzuVtm6NpTEAUgIykJs8EQl5UuwxVEeTcw3XLx+P4Rn2+UxcIA4O1GAR3ATVkDOVRcyfHzzo4PNk5IQCeEEEIIIWJKvsfD1fv3o4H3MzMbphgOMZu7ZYauvQGdQSlGWixxOeVyW2Ul/UwmhoRY+/f24bOM6mtneJ/IG7orpZgBvF9eTo3f37D945MGoBS8kV0SjWHHNAnohBBCCCFETPltYSEVXi/vZWZyRaNpiEPNZk7X1OCL0+qOrdnvdJKRlESayRTxe0ZZLHE55XJ7ZSWzUlJQqmkFyzJXLTtPlrF4QuTZuaCZgMvvZ7PD0bCtb4qZ2cN78cb+YnQ3+31pTgI6IYQQQggRU7Y4HMxPTWVCs4zVELMZr9aU1NR00cg6R7bTGfH6uaDRFgsnPB68jbJSsa60ro48j4fZqakt9q07cg6/huvbMd0yKAtIVIo1paVNtt+clc6pUjcHix2h39hNSEAnhBBCCCFihsPr5ZDLxdwQX/qHBqbpdadpl9U+Hzlud8QVLoNGWa3Uac3pOApud4RZP/fO4bMM7GFhfHro6pfhWIAre/RosY5u8fgBJBoNvL6/e0+7lIBOCCGEEELEjB2VlWhgTpiArjsVRjniduMj8vVzQaPjsNLl9spKDMC05OQm2501XjblXeT68f1bTMWM1OK0NA673RQ2+t1ItZpYMKYPb2aX4PN332mXEtAJIYQQQoiYsdXhwADMaPalH2BwUhIABXGUlWpLpAVRthy/yLSfr+NbKw6w93Q5IwMB3bE4qnS5rbKSSXY7tmYNxTfknqfW5+/Q+rmgYPuC5lm6m7MGcr6qhh35paHe1i1IQCeEEEIIIWLGlsCX/uSEhBb7LEYj/UymbpWh2+90YjUYGGEJ30j7bxtOUFPn480DJdz6xFbuemIbSSgOVsZHWX6f1uwIFERp7u1DZ+llS2TqkJ4dPv8VViuDkpKa9KMDuOaKvtgSjd162qUEdEIIIYQQIib4tGZ7ZSVzQnzpD+purQuynU4m2mwYw0w1PH7eyebjF1m2YAQ7v3ctv7p1IrZEE9rh5cUjxbwZB6X5c9xuqnw+Zjd7ttV1PtbnnOe68f0wGjo23RLq2xcsSUtjXXk5dY0KxZhNRq4f35/Vh85Q4/V1+PyxTAI6IYQQQggREw65XDh9vpDr54K6U3NxrTUHXK42C6L8e3sBiUYDn54+CHtSArfPGMzKL8/l2ozekGLkR28cxuGuu0yj7pj/XbgAtCyIsvXERVy1Pq7rQHXL5pakpVHl87E1UHwl6KasdKqqvXyQe+GSPyMWSUAnhBBCCCFiwtZAH7FIMnT+btBb7JjHQ7nXy9QQ6wWDnDVeVuwp4sZJA+htT2qyb0paCtWJUO6p5fdrczt7uB3i15rv5+fzw1OnWJKWxqhmU0vfOXSO5KQE5ozodcmfdXXPniQo1WId3dyRvellS+T1OMhkdoQEdEIIIYQQMUhrzZmaGtaXl/O34mIeycvjloMH2VdV1dVD6zRbKysZkJjYUM0ylKFmM7Vac6629jKOrHMEG2HPD5ORfG1vEc4aL3fNHtJi32iLBT9ww+yB/Ht7AYdLYqvfWrXPx2eOHOEXp09z34ABvD5hQpMqll6fn7VHz7FwbF+SEoxhzhSZlIQE5qWmtuhHZzIa+HhmOm8fOsvynacv+XNiTcvVpkIIIYQQokttrKjg5kOHqPB6G7bZDAY8fj+jrFYmh8noxLOtDgdzUlLClq4f0qh1wYCkpFaPiwebKirobTIxxmoNuV9rzfPbCpg4MJWsQT1a7A9mu+ZPGcD2/Rf40euH+e+y2R0u/R9NF2prueXQIbZWVvLr4cP5xqBBLcb1Xs55yly13DDx0qdbBi1OS+Pb+fmU1NSQ3uj34xvXj+HkRRff+d9BSio8fG3R6Ji4T9EgGTohhBBCiBjz73Pn8GnNX0aOZO2kSRTOmkXV/PlMttu7bYbubE0N+dXVYdfPQfdqLr7Z4WBeamqrgcW2/FLyzju5a/aQkMcJDk0HAAAgAElEQVSMDgSCRb4avrV4LLsLynltX3GnjjkSuW43s/buZa/TyX/HjeObgwe3GL/Wmr9tOMHgNCvXXtEvap8dbF/wTrNpl7akBP5x9zQ+PW0Qf3n/OF//bza1Xn+oU8QdCeiEEEIIIWKI1po1ZWUs6tmTBzMyuDYtjQyzGaUUk5OT2ed0orvB+rHmgoUswq2fAxgSyLrEe2GUMzU1nKiuZl6YAPb5rQX0sJr4eGZ6yP1pJhODk5LYXVXFbVMzyBrUg1+uzqGyumsLpHzmyBGqfD42ZGVxW9++IY/ZcbKM/YUV3H/lcBKM0QtJJtps9E9M5L3y8hb7TEYDv1o6ka8tGs3/9hbz+ed2dfm9igYJ6IQQQgghYshhl4uimpqGTENjWXY7ZV4vRd2osXbQVoeDpEDQGo49IYFeCQlx31y8rfVzJRUe1h49x6enD8Jsan192cyUFHZUVWEwKH5683hKXTU8ti6vU8YciaLqavY6nXxj0CBmhgnO/7bhBL3tiXxyakZUP18pxWS7ncOtNFxXSvHwNaP43Scz2Z5fyqee3MZZR3z/44AEdEIIIYQQMSRYoW9xiIBucqC8/T5nfDSTbo+tlZVMS04mydD219Pu0Lpgs8OBxWBoeKbN/WfHafxa89mZLYuhNDYjOZlT1dWcr61lUkYPbp8+mOe2niL3bNdMzQ029r6hV+tVK4+UVPLBsQvcO3dY2GC1o8ZZreS43fjCZLJvm5rBP++dzvmqGgpKXVEfw+UkAZ0QQgghRAxZU1bGBJuNjBCVHifZbChgfzcL6Kp9PvZUVbW5fi6oOzQX3+xwMCslBVOIALbG62P5ztNcM7Yvg9JCF0wJCmbBdgamrH7z+jEkmxP4xeqj0R90BNaUlTE4KYlxrRR6AXjygxPYkxL47KzwwWpHjbPZqPb72wz654/qw6ZvLmTm8EtvmdCVJKATQgghhIgRTq+XTQ5HyOwc1E83HGWxdLsM3V6nk1qt21w/FxTM0MXrWsJKr5f9Tmer0y3XHDxLqauWu2YPbfNcU5KTMQI7AsVyetoSuW/eMDYeu0D+hcv7e1Lr97O2vJwlaWmtFno5Xepm1YESPjNzMKkWU6eMIxhMHna1nXmzJcV/0X8J6IQQQgghYsT7FRXUaR1y/VzQZLu922XotgQbircjQ+fx+7lQF58FLbZXVuKHVguivLyrkKG9rMwb2bvNc9mMRibYbA0ZOoBPTR9EgkHxnx2Xt+faZocDp88Xdrrl05vySTAY+MK8YZ02jnE2GwBHIgjougMJ6IQQQgghYsSasjJsBkPYyodZdjunqqspj9NgJpStlZWMtFjom5gY0fHx3rpgs8OBAZgVIiNZ6qxhx8lSPjYpHYMhsj5pM1NS2FlVhT+QseybbOb68f1ZsbeI6jpfNIce1urSUhKV4uoeLXvmAVx01vDK7kI+MXkg/VJabx5/qVISEshISuJIK4VRuhsJ6IQQQgghYoDWmrfLyrimZ08SwxQGCVaB7C5ZOq11Q0PxSDVuLh6PNjkcTLbbSU5oOd3v3SPn8GtYPCHyZtszUlKo8Ho57vE0bLtz1mAq3HWsPngmKmOOxJqyMq7q0QN7iOsCeG7LKWp9fh64aninj2Wc1SoZOiGEEEIIcfnkut2cqq4OO90S6jN00H0Cuvzqas7X1UU83RI+7EUXjxm6Wr+fHZWVrWZh3z50lkFpFsanRx7gzgwE+TsaTbucPbwXw3vb+Pf2gksbcIROeTwccbtb/f111nh5ftsprh/XnxF9Qlf2jKZxNhtH3e6GrGV3JgGdEEIIIUQMCNeuoLF+iYkMSEzsNoVRtgbXz7UjQ9fDZKJHQkJcZuj2OZ14/P6QAZ3DU8fWExdZMmFAq0VFQrnCZsNuNDYJ6JRSfGbmYPaeruBISWWYd0dHW+0K/vDuMSqrvSxbMKLTxwL1GTq338/pOPwdaS8J6IQQQgghYsCasjLGWq0MtVjaPLY7FUbZ4nCQYjQ2FLKI1JCkpLhsLr6pogIIXRDlvaPnqPPpdk23BDAqxbTkZHZWNe09d9vUDJISDPxnZ+dn6VaXlTHcbGZ0iN/ff2zK59ktJ/ncrCFkDQq9vi7aGgqjfATW0UlAJ4QQQgjRxdw+Hx9UVLSZnQvKsts54nJR7bt8BS86y/bKSmampGBsIyPl9fl5fX8xDnd9MZh4bS6+2eFgpMVC/8C00cbWHDpL/xQzWRntD3pmJiez3+ls8jvRw5rIxyal89reYpw13ksadzjVPh/vl5dzQ69eLTKLr+8v5udvHWXJhP78+KbxnTaG5q4ItC74KKyjk4BOCCGEEKKLbaiooKaNdgWNTbbb8QGH4vzLqk9rctxuMu1tr6laub+ER17az8cf38zhEgdD4rAXndaazQ5HyOycq8bLxmMXWDyhf8TVLRubmZJCndZkN/uduHPWYFy1Pl7fX9zhcbdlo8OB2+/nhma/v5vyLvDof7OZOSyNP346C2MHrquj0kwm+icmhs3Qnamp4cYDB9hd2flTUjuTBHRCCCGEEF1sTVkZFoOBKyMsDNJdCqMUVFdTozVj2phmqrXmX1tPkdHTQq3Xz61PbMVxsQanz0e5t/MyT9GW63ZT6vWGbCi+Pvc8NV5/u6dbBs0IrEHc0Sw4mTyoB+MGpPDv7ac7LfhdXVqK2WBgQaN2BQeLHCx7YQ8j+th56q5pmE3GTvnscMZZrWGbi68rL2d1WVmb2eFYJwGdEEIIIUQXe7usjIU9emA2Rvald7jFQrLRGPeFUXID2ZMxgelxrdlfWMHBYgdfvHI4qx6ex9QhPVm9vaj+HM74WSO1KVAAJlSGbs2hs/S2JzJ9aGRZ2uYGJiUxMDGxRUCnlOLOWYM5eqaSfYUVHTp3W9YEfn8tgd/fglIX9z63kx7WRP71+RmkWkyd8rltGWezccTtbjWQXVteTm+TKaIMcSyTgE4IIYQQogsdd7s57vFEPN0SwKAUWd2gMEqkAd3z2wqwJyXwiSkZ9LYn8cIXZnLHuIEAPPxGNiUVnrDvjxWbHQ76mkyMapaRrK7zsT7nPIvG9b+kaYnBBuPN3Zw1EFuikRe3n+7wuVtz3O3mmMfTMN3S4a7jnn/uwufX/OvzMzq1gXhbxlutOH0+ikIUz9Fas668nGt69MAgGTohhBBCCNFRkbYraC7Lbifb6cQXR2vImsv1eOiRkEAfU+sZnAtVNbx14Ay3Tc3AnlTfsNpoUPzw6rEAFNXW8vDyfXGxli64fq554ZCNxy7grvWxpIPTLYNmpKRw3OOhtK6uyfb6YHggbx4o4amNJ3DXRm+aauN2BV6fnweX76Wo3M1Td01jZN+uzXyFq3R52OXiTG0ti9r5310skoBOCCGEEKILrSsvZ7jZzMg2slTNTbbbcfn9HPfER3YqlFy3mzEWS9ieay/vOk2tz89nZw1psj0tIQG70UjW2DR2F5Tz7pFznT3cS1JSU0N+dXXI6ZZvHzpLijmBWcND93CLVLDB+M4QRT4eunoUM4el8cvVOcz79Xqe2HA8KpUvV5eVMdpiYbjFwi9X57Ap7yK/uGVih6eORtO4MJUu15aXA7CoZ8/LOqbOkNDVAxBCCCGE+Cg75HIxNfBFvD0aF0Zpa8pirMp1u7k2zBdqr8/Pv7efZv6o3i2yPUophprNJJpNjOhj49dv53DN2L4kGGMzX7GqtBSgRUGUWq+fdUfPce24fiQmXNrYpyYno4CdVVUsadbgu1+KmRe+MJM9BeX85f08fvN2Lk9tzOfzc4cxYWAKiUYjiQmG+h+jgSG9rNiSwocKLp+PDRUVLEtP55VdhTy75ST3zh3Kp6YPuqTriJbeiYn0MZlCZujWlZcz2mJhsLnrpoRGiwR0QgghhBBdpNrn42R1NXf269fu94632TApxb6qKj7dt28njK5zOb1eSmprwwaja4+c42xlNT+7ZULI/UOSkiiorua3S67g/ud38/LuQu6cOSTksV3JpzW/Lyxkit3eInjfll9KZbWXJRMGXPLnJCckMN5ma1EYpbGpQ3ry3L0zyC6s4C/v5/GHtcea7NdAxZhEkpWBl+ZmMm9U71bPteLCBar9fq7wJvK9lQeZP6o337vhiku+jmgaZ7W2yNDV+v18UFHBPf0vbYprrJCATgghhBCiixzzePADYzuQYUs0GBhntcZtYZRjgami4QK6f207xcAeFq4eGzpgHWo2s6Wykmun9WXG0DT+uDaPW7IGtplZutxWXrzIMY+HV8aNazG99O1DZ7AlGpkfJnBqj5nJyay8eBGtddiprJmDevCPu6dTWObmorOGWq+fWq+f35YX86angio/3PHCTv5v1jC+ft2YkNnDp0pKGJFk5u8rcsnoaeXxO6bEXIZ0nM3G8vPnm9yPbZWVuPz+brF+DmQNnRBCCCFi0AmPh1E7dvCHwkL8cVDsoqNyAlPBrogwoDt50cX5yuqG15OTk9nndMZFQZDmghUuR7fSgy73bBXb88v43OwhrVZ+HGI2U+H1Uunz8Z0bxnLRWcPTm/I7bcwdobXm16dPM9Ji4dY+fZrsq/H6ePfwORaO7Ru1Pm0zUlIo9XrJr65u+2BgUJqVyYN7MnN4L94yVvKmp4LP9euHNsCw2b34+8Z8lv5tK/kXPvyHA601awovsLWyEsOJamrr/Dx91zRSrV3TniCccVYrFV4vZ2trG7atLSvDCE365sWz2PrnCyGEEEII6qdyHfd4+PqJE7xdVsZzY8eSnpTU1cOKuqNuN4q2y/YDHD9fxfV/2oTPr+mbnMTEgalUDDJy3ljHCaeHkcnxtY4uN3DtI1sJ6J7fdoqkBAOfntb6eqyhgfVPBdXVTB7ckxsm9uepjfl8ZuZg+ibHxtqo9RUV7Kqq4u+jR7doYP3a3mJKXbV8Ksw1ttfMRg3GR7TRsL2x/1dQwK8LC/lSejp/HTWKC3V1ZDud/P3OKfzgtYN87C+b+cK8YZwqdbM9v5TcgRoGJ5Bc4uePd07p8oqWrQlWujzscjEg8P+QteXlzEhJITWhe4RCEWXolFI9lFIrlFI5SqmjSqnZzfYrpdSflVLHlVIHlFJTGu27WymVF/i5O9oXIIQQQoju5+2yMibabDw1ejRbHA4m7drFygsXunpYUXfU5WKo2dzQkDmcP63LIynBwPdvvIJ5I3tTUOZm+576yo53rNiNzx9fWbpcj4chrVy7w1PH//YWc1NmOj1tia2eY0ggoDsVyEZ94/qx1Hr9PLYur3MG3QG/On2afiYTdzVbJ+n1+fnbByeYlJEatemWUN97zWowhKx02Zq/Fhfz3ZMnubNvXx4fNQqlFA8NHMiZ2lpcfQ2seWQ+kzJS+cv7x9l5spQZI9LwDU3i4z17sfsbV3Pl6D5tf0gXaah0GcgIl9fVsbuqqltUtwyKdMrlY8DbWuuxQCZwtNn+JcCowM8DwN8AlFJpwI+AmcAM4EdKqe5z94QQQggRdU6vly0OB4vT0rg/PZ2906Yx1GzmE4cP80BuLi6fr6uHGDVH3e6I1s/lnq3irYNnuHfuUO6bP5w/fDqLdV+7ij1fXgjA8bpqXt1T1NnDjapgy4JQ/re3CE+dj7vnDA17jsYZOoBhvW3cOXMwL+0q5MSFy7O28LGiIt4N9GJrbk9VFWvLy/nqoEGYmwWubx08Q0Gpm/9bMDLsWrf2SjAYmJqczPYIA7oXzp7lwbw8bu7Vi3+OHdvQZHtxWhojLRb+XFzMgFQL/7lvFru+dy3bv3MNsxak48bPV4cOiurYO0O/xER6JiQ0FEZZX1GBn+7RriCozYBOKZUCXAk8A6C1rtVaVzQ77GbgeV1vO9BDKTUAuB5Yq7Uu01qXA2uBxVG9AiGEEEJ0K+srKqjTmusDBQvGWK1snTKFbw8ezD/OnOEHJ0928Qijw6c1xzyeiNbPPfbeMWyJCdw/f3iT7ek2M8PNZqz9k/jdu7m4otBX7HLQWnPM7W51qunK/SWMT09hwsCWPdsa62MyYTEYONlovdhD14zCYjLym7dzojrmUJxeL185fpwbDhzg2TNnWuz/zenTpBiNLEtPb7Ld79c8sf4Eo/vZuW5c+yuctmVuaip7nU7cbfzjx4XaWj6fm8vVPXrw0rhxmAwfhgYGpXhw4EC2VVayu7ISg0HRJzkJpRRPnTnDSIslLtagKaUYb7M1ZOjWlpeTbDQ2TE3tDlRbi2iVUlnAU8AR6rNze4BHtNauRsesAn6ltd4ceP0e8C1gAWDWWv88sP0HgEdr/bsQn/MA9dk9+vXrN/Wll1665IuLNqfTid0em/ODxYfkOcUHeU7xQ55VfOhOz+kx4G3gdaD5ZLuvAS7g75d7UFEUfFYlwJ3Ao8CNYY4/Xenjh1uruXmEiU+Majn98IdArk9jWevmlpEmbhnZ+hTFWHEB+BTwCHBL831uP9/Y6OFTo03cMLzta3kAsAN/aLTt1bxaVp2o4w8LLPQ0d6wGYCT/TeUCy4A+1F/TfcBnAAUUAXcDnw6MsbG957z8eV8ND0xKYk569NdxbQO+C/wRyApz3AfAj4G/AuNC7HcCn6Q+s/OdwLYC4B7gi8DtURntpWvrWf0e2AisBD4LDAV+cVlGdmkWLly4R2s9rc0DtdZhf4BpgBeYGXj9GPCzZse8Bcxr9Po9YCrwDeD7jbb/APh6W585depUHYvWr1/f1UMQEZDnFB/kOcUPeVbxoTs9p5Hbt+sbsrND7vvW8eM6YcMG7fF6L/Oooif4rFZdvKhZv15vrqgIe/z9/9qlJ/zobV3hrg25/ycnT2q1fr2+/8Xdeuz31+hzDk+0hxx168rKNOvX63VlZS32PbH+uB7yrVX6dKkronM9dOyYtn7wga71+Rq25V9w6iHfWqWf3niiw2OM5L+p58+c0axfr7OrqvRnDh/WrF+vHz52TPv8fv1ATo5O2rBBl1RXN3mP3+/XNz2+Wc//9fu6zutr5cyXpqy2VrN+vf75qVNhj3swxL1r7su5uTpxwwZ9rqZGa631V/PytKnR61jQ1rP6U2GhZv16vd3h0Kxfr/9cWHh5BnaJgN26jbhJax3RGroioEhrvSPwegUwJcQxjcvzZAAlYbYLIYQQQrSQ7/Fw3ONpmG7Z3IyUFLxak92sUXA8Ohq4hnBr6A4VO3j3yDnumzecVEvokvCTbDY0cMP8DLx+P79/91jI42JJsGVBqDV0qw6UkDWoB4PSIqvaOS81FbffT3ajfnzDetuYODCVN7I792vnUbebBKW4wmrlhSuu4CsZGfy5uJilhw/z3Nmz3NO/f0NlxaAtx0vJLqxg2VUjOq1nW0+TiQk2G5sdjrDHfVBRwZzU1CZTLZt7cOBAarXm6TNnqPb5+NfZs3yid2/6JsZ+JjgoWBjlsaL6dabXdqP1cxDBGjqt9VmgUCk1JrDpGuqnXzb2BnBXoNrlLMChtT4DvANcp5TqGSiGcl1gmxBCCCFEC+8Eiku0FtBNT04GYFc7KvjFqhy3mz4mE71Mrffu+tO6Y6RaTNw7b2irx0wKTDW7YPRx9+yhvLKnkKNnYvv+5Lrd2AwGBjYLdk5edHG4pJKPTRoQ8bnmptavs2sevNyUmc6BIgenLnZe8H/U7WakxYLJYMCgFH8YMYJfDx/OyosX8WrNo4NatiN4fH0e/VKSWDp1YKeNC+oD3a0OB75WlleV1dVx0OXiqtTw6xTH2mws6tmTJ4qLefnCBcq8Xh5otiYw1gVbF/z3wgUGJiZGVIgonkT6zwIPAS8qpQ5QPxX3l0qpZUqpZYH9q4F84DjwNPB/AFrrMuBnwK7Az08D24QQQgghWninrIwhSUmtNpvOSEqif2IiO6uqLvPIou+o2x22IEp2YQXrjp7ngSuHk2JuPegbajaTbDSS7XTy4NUjSTGb+OXq5gXJY0uu281oq7VFhcRVgYzaDRMjD+gGJiUx1GxuEdB9LLP+HG92YpbuqMvV5Bkqpfjm4MGsGD+ev40ezchmz3dPQRnb88u4f/5wkhKi00i8NfNTU6n0+TjoDF3tc1Pgfl0VQWGThwcOpKS2lkfy8hhuNrMwDoqhNJaemEiK0YhXaxalpcV8Zc72iiig01rv11pP01pP0lrforUu11o/qbV+MrBfa62/rLUeobWeqLXe3ei9z2qtRwZ+/tlZFyKEEEKI+Fbn9/N+RQXXh/nCpZRienIyu+I8oNNatxnQ/XHdMXpaTW2W7jcoxUSbjQMuFz2siTx8zSg25V3kg2Ox27cv1+MJWeFy1YEzTBvSk/QekTfEhvps1JbKymDNBgAGpFqYMTSNN7JLmmyPllq/n+OtVCld2qdPyCzWX9efoKfVxGdmDo76eJqb10rmMuiDigqSlGJGBNUel/TqxXCzGYfPx/0DBjS0NogXSqmGLF13alcQ1DkTd4UQQggh2mlbZSVVPl+r0y2DZiQnk+N24/DGR4n+UM7X1VHu9bY69Wt/YQUbci/wwJUjsCe1XQVxkt3OAacTrTWfmzWEIb2s/PKtozHZbLza56OgurrF+rm8c1Xknqtq13TLoLkpKZytrSW/UfsCgI9npZN33knO2ej/A8BxjwcfRNR2AmBPQTnv55zn83OHYU2MfmXL5gabzQxKSgob0M1KSSEpzPq5IKNSPDpoEMlGI/f07x/toV4WwXV03W39HEhAJ4QQQogY8U5ZGUbgmja+cE0PZBT2xHGWLidQFOSKQNaguf/sKMCWaOSu2UMiOl+mzYbD5+N0TQ2JCQa+eu1ocs9Vse1EadTGHC3HPR40tMjQrTpwBqXaN90yqLVs1A0T+mM0qE4pjnI08AzHtfIMGysqd/PFF/aQ0dPCXW1kXKNpXmoqmxyOFhlKh9fLfqczoumWQcvS0zk7Zw79m617jBdfycjgydGj46qYS6QkoBNCCCFETHinrIxZKSmkJoTPXgQLo+yM48IowQqXobI71XU+1hw8y5KJA7BFkJ2DDwujHAisl1o8oT8p5gRW7CmM0oijJ9fjAWB0o2vXWrPqQAkzh6XRN8Xc7nOOs9nokZDAlmYBXS97EvNG9ubNTph2GXyGrTVHD6qsruPzz+2ixuvjn/dMb7VaaWeYl5pKSW0tBc0yl1scDvxEtn4uSCmF1di56/4600S7nS/GWTGXSElAJ4QQQogud6G2lr1OZ5vTLQHSTCZGmM1xvY7uaKDKY0aIbMfaI+eoqvFy6+TIqyBODGSJDgSCDLPJyE1Z6bx9+CyV1XXRGXSUBFsWNC58k3O2ihMXXHxsUse+cBuUYk5KSsjphTdlplNU7mFfYUXHBtyKo243Q5KSsIUJcup8fr784l7yL7h48rNTGdUvOapjaEtrmcsPKiowKcWsCNbPidgnAZ0QQgghutza8nI0rbcraG5GSkrcB3RjrNaQxSVe21fMgFQzs4b3ivh8yQkJDDebm/Riu23qIKrr/Kw+cCYqY46WXLeb9MREkhtlYlcdKMFoUCyZ0PH1WfNSUznqdlNa1zSAvW58PxITDLyxP7rTLo+43a1OmYX6rOMPVh5iU95FfnnrROaO7B3Vz4/EeJuNVKMxZEA3PTk5rjNu4kMS0AkhhBCiy71TVkavhASmJkeWwZienExhTQ1na2o6eWSdI6eVCpcXnTV8cOwCN2cNxGBoXyXBYGGUoMyMVEb1tbNiT9EljzeacgPBbFD9dMszzBnRi172jq/PCmajtjYLXpLNJq4e05e3Dp6JWpEYv9bktlGl9O8b83lpVyEPLhzJp6a17Ed3ORiVYk5qapOAzun1sqed6+dEbJOATgghhBBdSmvNu+XlLEpLwxhhOfRgqfV4zNJ5gMKampDZnTezS/D5NbdOaX/T6Uk2G3keD26fD6hf83Tb1Ax2F5RzshOba7eH1rpFy4JDxZUUlLo7VN2ysWnJyZiUCj3tMiudC1U1bM+PTpGYgupqPH5/qwHdq3uK+NWaHD6emc7XFo2Oymd21LzUVA43ylxuq6zEq7UEdN2IBHRCCCGE6FIHXC7O1tZyfTvKiU+22zFCXDYYPx34M1Qw8Nq+YsanpzC6A2utMu12/MAR14fB2ycmD8Sg6gOMWHChro4Kr7dJy4JVB0pIMCiuH39p5fAtRiPTkpNbFEYBuHpsX+xJCVFrMh6scNn8GVbX+fjeawf5+n+zmTU8jd/eNqndmdZoa565/KCiAiMwR9bPdRsS0AkhhBCiS71bVgbAdRGunwOwGo1MsNnYFYeVLlsL6I6fd3KgyMEn2lEMpbFJgYxfdqOArm+KmatG9+HVvUUx0ZMuWBAlmKHz+vy8kV3C/FG96WG99HLyc1NT2VVVRXUgSxlkNhm5blw/1hw6S63Xf8mfczRE24kTF5zc8tctvLjjNF+8ajgvfGEmZlPXr1Gb3ixz+YHDwZTk5CZrGEV8k4BOCCGEEF1qV1UVw81m0tvZ32p6oDBKtMvRd7YCwAiMaNZY+7V9RRhU/fTAjhhusWA1GJqso4P64ihnHNUx0ZOueUD37pFznHFU85mZkfXba8u81FRqtWZ3iMztzZMH4vDU8Ye1xy75c466XPQxmehlqm9BsHJfMR//y2bOVVbzz3um850lV2AyxsbX7GDmcrPDgcfnY2dlpUy37GZi4zdNCCGEEB9Zh10uJkTQnLm5GcnJlHm95DfrsRXrTgMjLRYSDR9+DfP7NSv3lTB/VB/6Jre/DxvUl+6faLM1tC4IuuaKvqRaTDHRky7X4yFJKYaY66/xn1tOMjjNytVj+0bl/MFphFtCZG6vHNWbO2cO5skPTvDs5pOX9DlHAwVRtNZ8f+VBvvLyfsanp7D6kfksjNK1RNP8QOZyQ0UFtVpzVWAapugeJKATQgghRJep9fs55vEwvgMBXbDBeLxNuyyAFgVRdp4qo7jC06FiKI1l2u1kO51NspZmk5GbMmOjJ12u281IiwWjUhwqdrDrVDl3zR6CMUrrzPokJjLGYglZGEUpxU9vnsDi8f356U+kNzYAACAASURBVKojvNHB9XRa64aA7uVdhfx7+2m+MG8Yy++fxYBUS9sn6ALzUlOp05rfFxai+HBdnegeJKATQgghRJc55nbj1bpDGbrxNhtmgyGuCqPU+f0U03L93Gt7i7ElGrlu3KUVBplkt1Pu9VLcrJ3DbVMzqK7z81YX96Rr3LLgua2nsCYa+WSUS/rPS01li8OBP8RUXKNB8afbs5gxLI2vv7KfzXkX233+83V1lHu99MfEz1YdYc6IXnzvhitIiJEplqHMCQRw71VUkGm30yMwVVR0D7H7myeEEEJ8hGmteaK4mJI47bMWqcOBNVWRZujWHjnHqgMllLtqMRkMTLHb46p1wQmPBx8wtlFAV13nY/XBM1w/oT+WxEsrohEsjNJ82uWkGOhJV+f3k19dzRirlYvOGt7YX8JtUzNItUQ3uJiXmkq510tO4HerObPJyNN3TWNEHztffGE3B4taZvPCORq4t+/tKMGgFL/9ZGaXV7JsSy+TiXGB3zmZbtn9SHkbIYQQIgbluN18OS+PNWVlvDlxYlcPp9MccrkwQJMy9q05WOTggRd2ozUoBRPSU1FXJLLL5MFV58Vmiv2vNaHK3a87eo6qGi+3Ts645PNPstsByHY6uaFXr4btwZ50/29NDsfPOxnZ137JnxW0qaICm9HIlDaawu+uqsKrNWOsVpbvOE2tz89ds4dGbRxBcwMBy2aHg3Gt/ENBqsXEvz4/g1uf2Mq9z+3kezdeQQ9LInZzAvak+p9aX+hiO8FneDK/ksdumsTAHrE5zbK5eampHHH/f/buO7zN8uz7+PeWZFnWtON424kznD2cTZwEEnZpWWWXtkChlNUWeErnW8rTlg5K+9ACBcouUCij7F1GS/ZyEjvOTpx4xCNeWpZkSff7hyXjIdtyvKRwfo6Do6l0S74sJbHOXOf1O90SiHICkh06IYQQIgYVh5IK32po6Ij1PxHtdLkoSErCoO17ZyoYVPn566WkmvT847ol3HraFAwJGvaVNeFVVU59bDWetkCfzxELwsVA5x26V7ZUkmFNZOmk1N4eFjWbTsf4xMQeO3TQPpPOqNdy1RMbKa0a2K5UX76+axdn7dhBTR+7yW3BIDfv20dGQgJn2VJ4Zv1hTp6SNqSFZdjkpCTSExIinqPrLMNq4O/XLgbgtn9u55qnNnHJw+v40p8/Y+lfPuU7Wz08u/5wj3EPa+qbUfwqX56UPugzjyPpq2lp5CUmSkF3ApKCTgghhIhBxU4nekVhosHAbfv34w8OfnZWLCp1uaJqt3x5SyXbKpr5yZemUzR5LN8/vYCXbiji/W8WAbDf7+XpteXDvNrB2+12kwYdM8AqGt18ureeyxbmDVkwyByzucfoAmifSffP65cSVFUufnjtcYeCdHbU6+WI18uxtjau3bOn1xES91ZUUOx08uCUKWzYc4w6h5drivIH/fUjURSFZaFzdP2ZlGbmvz9cxb9vP5lXbyrimWsX89CV80k5NZUjCwz8+L2dXPDgGoqPNAHg9Qd4r6KepFaV31w4G0WJ7VbLzs4aM4YjS5cyRs7PnXCkoBNCCCFi0Dank9kmE3+cNIkyt5uHqwf/4TvWeAIBDrS29huI0uJu43fv7Wbh+JQeOyJzbWaSdTrGjjfxwCf7aXL5hnPJETn8fhraokuP3OV2M67T/39uwxE0isIVS8b1+piBmms2s8ft7jFcG2B2ro03blnO7Bwb33u+mN+9u3tQA8fD5xevSE/nncZG/na0Z+jKbpeL/y0v56KxY7koLY2n1pYzYayJU6akHffX7c8Sq5WDHg9NUbwvRr2OyekW5o1LYUVBGvkTrZQGWwlqFKadmUmdw8OFf13LD1/ezm/e3kVzQpCitBRSzQObmyjEcJGCTgghhIgxqqpS7HAwz2Lh/LFjOTU5mTvLy6MuGuLFbrebIP0Hotz7wR6a3T5+ef6sHjsiiqKwyGJBm5aAy+vnLx/vG8YVR3bLvn3kr1/P68f6Tkys9fnY5XJ1FHRef4AXN1dw+vT0IY27n2MyEQDKegkFSbMk8tx1J3XMZLv26U20tB7f760Ndjs6ReGxqVM5IyWF2/fvZ2+nrxtQVa7dswejVssDBQVsq2im+EgzVy0dP6xBIoWdzhIO1EPV1egVhTOAT3x2HrxxMd85eSL/2lrFkxsPEzBoOC1rzBCvWIjjJwWdEEIIEWMqvV4a/H4KzWYUReG+yZNp8fu5q7x8tJc2pEpD57z6KuhKq1p4bsNhvrk0nxnZ1ojXLLRY2O/zcPGiXJ5df5jyYz3Pjw2njQ4HzkCAC0tL+e3hwxHbDt9raGDOpk0EgFNCt71bUkOjy8fXTxo/pOsJB6NEarsM0+s03H3hbO6+cBar9x3jlD98wj3v7aamZWBD2jc6HMwxmTBqtTw5bRqJGg3f2LWro0X4waoq1trt3Dd5MpmJiTy15hDmRB0XLRh8AExfwgXdtgEWdE6/n6drargkLY2bAbNWy68rD/OTc6bz3q0ruGhV+3vVfY6gEKNJCjohhBAixoQDUeaFPpTONpv5TnY2D1VVsTNC2EW82ul2k6AoFPSScBkOQhlj0nPbGVN6fZ65ZjNtqsrZRbkkaDXc8/7u4VpyD75gkH1uN7fn5nJFejo/PXSIr+/aRWuo3dEbDPI/+/fzpZIS0vV6Ns2fz9zQY59Zf5gJY00smzR2SNc0OSmJJI2G7VH8XrlyyXhevWkZJ01I5eH/HGD57z/me88Xs62iud/HBlWVjXY7i63thXZOYiIPT5nCRoeDu48coby1lZ8cPMjZY8ZwaepYnll/mLdLjnLJwlwshuE9x5Wh15Op1w+4oHuurg57IMDNOTnYgB+OG8frDQ2saWlhcrqFwlnt71X3OYJCjCYp6IQQQogYs83pROHzmWIAv8zPx6LTcfv+/b0GT8SbUpeLKUlJ6DWRP468vLWS4iPtQSh9zSoL78ZU0Mb1J0/knZIathxuGpY1d7cvNFdugcXCs9On85sJE/hHXR2nbNvGf5qbWbp1K3+qrOTm7Gw2zp/PrNBay6rtbDncxJVLxg1566FWUZhlMvW5Q9fZ7FwbD39jAf+5YxVXFeXz8e46LnhwDZf/bV2fZxL3ut3YAwEWdxpXcGl6Ol/PyOBX5eVcuHMnGhTOdBpZde9/+PlrpczOsXHjKZMG/T1Go9BsHlBBp6oqD1ZVUWg2c1KoSL01N5dMvZ4fHzyIqqrscrk6woqEiBVS0AkhhBAxptjpZEpSEmbd53PVxur1/GL8eD5oauLthoZRXN3Q2ely9RqI0tLaxu/ejRyE0l3HjpTTyfUnTyTdksjdb5eNSOFbFtoFm2E0oigKPxk/ntdmzaLM5WLltm0c9nh4bdYsHpgyhaROoxme3XAYQ4KGSxbkDcu65phMbHc6B/Qa5I0x8vOvzGDdT07l51+ZwdYjzXzziY29nq/bGApEWRIqfnz+IE0uHz8am0OaLoFtTiep+3z8+Y095CQn8cy1i3nlxiLSrSNTDBWazZS53fiiTIhd3dJCicvFzdnZHWc1TVotvxg/ntUtLbzV0MAut5uCpCR0vfwjhBCjIfYncAohhBBfMMUOR8cOQWc35+Tw1+pqfl9RwVfGDm2b3khzBQIc8ni4JjMz4v2vFVfR6PLx1DWL+o2G1yoKs00mtjmdGPU6bj9jCj/+VwnvldbwpdlZw7H8DmVuNwowtVML3vljx7Ju/nyeqKnhB3l55CR2TUN0t6m8VlzFeXOzsRmHp/VwrtnM4zU1VHm95A5wN8liSODa5ROYONbE9c9s5uonN/LMtUswJ3b92LjBbsek0XDnM9vYUWHHF/i8cFIsGpLTtCxSzdx23VyWTkod8Yj/wlArbpnLRWE/Q88B/lpdjU2r5WsZGV1uvzYriz9VVvKTgwdpDQb7HaAuxEiTgk4IIYSIIY1tbRz2erkxwofGBI2Gi9PS+ENFBU6/v8sOXrwp6ycQ5eUtlczMtjInN7ohyIVmMy/X16OqKpcszOPJNeX87r3dnDY9A71u+HZTylwuJhoMXXbfoP3c4/9NnhzxMWur/bh9gSEPQ+lsUej3z0aHY8AFXdiqaencf8V8bv7HVr711CaevmYxSfr27zMYVHnn6DGCDW0cqPNw9bJ8rAYdpkQd5tB/OSlJUb9/w6Ej6TKKgq7G6+WV+npuzsnB2O29TNBouHvCBC4tKwPgym4FnxCjTfaLhRBCiBiyvVsgSnenJifjV1U+i2JociwLh7tEarncW+ugpKqFi+ZHn4Q412ym0e+n0utFq1H40ZemcrjBzbulPeeiDaUyt5sZA0g8VFWVj4+0MTfXNqzFTqHZTIKisNFuH9TznD0rkz9dOpdN5Y1c/8xmPG0BqppbueKJ9ZQHvEzWGHj/1pP56TnTueXUAq5ZNoFLFubxpdlZo1rMQXsrrlGjieoc3aNHj9KmqtyUnR3x/ovT0lgYKgolEEXEGinohBBCiBgSTrgs7KWgK7LZ0CsKHzf3n0IYy0pdLhIVhUkREi5f2VKJTqNwfmHkD9eRdJ87tnJKOnljknhxc8XQLDgCfzDIHrebGQP4gL/hUCPVLnVYd+cADFotc81mNoTOuQ1UtdfL+tA/GpxfmMM9F83hs33HuPKxDZz9f/9lY7MdNAp3LZsyYmfiBkqrKMyJIhjFHwzySHU1Z6akUNDLe6koCn+aNImMhASWRmiHFmI0SUEnhBBCxJBip5NsvZ50vT7i/UatlqVWKx83jUyK43DZ6XYz3WRC2+1clT8Q5F/FVaycmk6qObGXR/c0O7RLFo7q12gULlmQx5r9DVQ0Rh6wPVgHPB7aVHVAO3TPrD+MKQHOnRt9sXq8llgsbHY4CEQZjKKqKutaWriirIzx69eztLiYPaEh4ZcszOPXF8xiy+EmpmVZuPrcAoCIZz1jSTjpsq9wmDcaGqjy+bg5p+/wnRXJydQsW0Z+L2M2hBgtUtAJIYQQMWSb09lru2XYaSkpFDudNLZFTh+MB6UuFzMj7IZ8tv8Y9Q4vFy/o+8N1dxadjkkGQ5fdmIsX5KIo8NIw7dJ1TrjsTzCo8tdP9/NuyVFW5OgwJGj7fcxgLbFacQYC7OpnHp03GOSZmhoWb91KUXEx7zQ0cEN2NgmKwsPV1R3Xff2k8Xz2w1W8cP1S9gY85Oj1ZCdGX3SPhkKzmWa/nyNeb6/X/LWqinGJiXw5NXUEVybE0JGCTgghhIgRraEP3721W4admpKCCnwap22XLaGzbpECUV7ZUkmKMYFTpw08eKLQbO5ouQTITk5iRUEaL2+pJBAc+hEGZaHdq2n9FHQtrW1c/8wW7nlvD1+ek82FkyPvvg618MDv/touL9u5k2/u3o3D7+fBggKqli7l/oICvjp2LE/V1OAODUmH9tEGWo3CRoej4/ljWfjPUm9tl1VeLx81N3NtVlaP3WIh4oUUdEIIIUSMKHW5CADz+knkW2SxYNJo4rbtsqyXQJQWdxsflNVy3tzs40qmnGs2s7+1Faff33HbZQvzqG7xsHr/scEtOoIyl4vxiYl9po3urG7h3PtX8+meOu46dwZ/ubyQRN3IFA4FSUkk63R9BqM0t7XxVkMDt+TkULZ4MTfl5HR8Pzfl5NDs9/NCXV2XxzS2tbG/tbVj/lwsm20yoaH3gu5f9fUAXJaePoKrEmJoSUEnhBBCxIjifhIuw/QaDSuSk+M2GKW0l5EFb5VU4/MHuWhB9OmWnRWazahASacWw9NnpJNiTODFTUPfdtlfwuWLmyv46l/X4vMH+ed3lnL1sgkjOotNoygssljY0EdB9++mJgLApWlpaLqtbYXNxkyjkYc6tV0CHQXi4jiYx2bUailISuq1oHu5vp5ZJlOXOYJCxBsp6IQQQogYsc3pxKrVMiGKuWGnJSezy+2muo+zQbFqp8uFUaMhv9v3+cqWSgrSzczOsR3X886N0F6XqNNy4bxcPiirodHlO/5FdxNQVXb3knDpaQvw41d28MOXd7AwP4W3v7ecBeNThuxrD8QSq5VSlwtXp7bJzt5tbMQWCtrpTlEUbsjOZrPDweZOReFGhwMFWBAHBR18HozS3VGvl89aWrg4LW0UViXE0JGCTgghhIgRxU4nhWZzVLs4p6a0FwifxOEuXanLxQyTqcuO0MF6J1uPNHPRgtzj3sXKS0wkWafrco4O4LJFebQFVF4trhrUujsr93jwBIM9duiONLi56KG1vLCpgltWTebv31oyoLTOobbEYiEAbI1wjk5VVd5rbOSMMWPQaSJ/JPxGZiZGjabLLt0Gu50ZRiPWOBlsX2g2U+7x0NwtROjVY8dQgUukoBNxTgo6IYQQIgYEVJUdUSRchs01m0nR6eLyHN1Ot7tHwuUrWyvRKHDhvIGlW3amKEp7MEq3VMepmRbm5tp4cVNFn/H1AxEp4fKjXbV85f7PqGh08/hVC/nBWVPRakY3aKMjGCVC22WJy0W1z8eXxozp9fE2nY6vZ2TwfF0dTW1tqKoaN4EoYR0zCrv9vni5vp7pRuOAxk4IEYukoBNCCCFiwF63G3cw2G8gSphWUVgZh+foGtraqPH5ugSiBIMqr26tYkVBGhmDHFI912Rih9PZY/bapYvy2FPrYEdly6CePyyccDndZCIQVLn3/T1c+/Rm8sYYeeu7Kzht+sBTOodDul5PvsHAxgg7dO82NgJwVh8FHcCN2dm0BoP8vbaWco+HY21tcXF+LixS0mWdz8d/mpul3VKcEKSgE0IIIWJA+MNmfyMLOjstJYVyj4eDra3DtawhtzNCIMq6gw1Ut3iOOwyls0KzGXcwyIFur8m5c7MxJGj45xDNpCtzucjR67HpdNzx0nYe+GQ/ly3M45UbixiXGlsBG0t6CUZ5t6GBOSYTOf3Mkiu0WDjJauWhqirWh54nHhIuwzITE8lISOhS0L167BhBpN1SnBikoBNCCCFiQLHTiV5RohpSHXZqcjJAXLVd7owwsuD5jUewGHScOWPwu1qRglEArIYEzpmdxZvbqmn1RQ4IGYhwwuVbO6r5V3EV3z11Mr+/eM6IDAwfqMVWK0e8Xmo6BejY/X7W2O19tlt2dlN2NntaW7m3ogKDRtNj5ESs6x6M8nJ9PVOSkuLu+xAiEinohBBCiBhQ7HQyy2QioZdwikimGY1k6fVx1XZZ6nJh1WrJDe0KVTe38m5pDZcvyhuSYmiGyYROUXoEo0D7TDqH189Dn+7H5w8e99cIqiq7XC7yExL5+WulzM218f3TCgaz7GEV3k3r3Hb5UVMTflXlS6mpUT3HJWlppOp0bHU6mW82D+j3aSwoNJvZ6XLhCwY55vPxSVMTF6eljegYCSGGS3z9aRRCCCFOQKqqUuxwRB2IEqYoCqcmJ/NxUxNDE/UxvFRVZbvTyQyTqeOD9DPrD6OqKt9cmj8kXyNRo2G60Rgxpn7xhDGsKBjLXz7ez6p7P+WZ9Yfx+ge+W1fh9eIKBinb1YTbF+CPlxai08buR6p5ZjNa6DJg/N3GRixaLUVRtk4atFquycoC4qvdMqzQbKZNVdnldvPasWMEkHZLceKI6m8fRVHKFUUpURRlm6IomyPcf0fovm2KopQqihJQFGVMNI8VQgghvuiqvF4a/P4BnZ8LOzUlhdq2NsqHfllR+7CxkfNLSnjr2DGCvaRIbnc6OXX7dtbY7Zxia58z1+oL8I8NRzhzRiZ5Y4bu3NlcszniDp2iKPz9W4t58ppFZFjbd9dOvucTnlh9CLunjUAwurI4nHC5f18zd5w1lcnpA3/fRpJRq2WO2cyG0A6dqqq829jI6SkpA9ppuzE7G5NGw5kpozNTbzA6B6O8XF/PJIOhoz1XiHg3kAEiq1RVPRbpDlVV/wD8AUBRlHOB21RVbYzmsUIIIcQXXXGo+Ig24bKz8Dm6YuCaoVzUADxRU8MbDQ280dDADKORO/Ly+FpGBnqNhnqfj58fOsSjR4+SotPxYEEB14d2el4trqKltY1vLZ8wpOspNJt5traWYz4fY/X6LvcpisKqqemsnJLG2gMN/OWjffzyrTJ++VYZAFqNQoJWQUnS4MlN4PZxeVxXNJEk/eftoOsa2pMyl6Ta+NayoV37cFlitfKP2lqCqkqZy0Wl18ud48cP6DkmJiXRsmIF2jhsUywwGknSaPi4qYmPmpv5n9zjn3coRKwZjomQVwDPD8PzCiGEECek8G7SnOMIaMhPSmKCwUCxxzPUy4raZoeDc1NTuSw9nXuOHOGaPXv4f4cOccHYsTxbW4szEOC7OTn8Ij+flIQEoH2X6Ik1h5iZbWVR/tDu+MwNvY7bXS5O61bQhSmKwrLJY1k2eSybyhvZXN6Ezx/EFwjQHAjwaGIj9doA/+/AIZ5efZibV03iisXjSNRp+MfuKrSJKvd/tRDNKM+Zi9Zii4WHq6vZ63bzXmhcQbSBKJ3FYzEH7eueYzLxXG1te7tlevpoL0mIIaNEM2BTUZRDQBOgAo+oqvq3Xq4zApXA5PAO3QAeez1wPUBGRsaCF154YeDfzTBzOp2YZXs+5sn7FB/kfYof8l4Nv7uAfcBzUVxb1hCguM6PqkIQUFVYnaWjwqbhTQ0kjPAHbgdwHnAdcCXtP+w3AS/Qvmu4CLgJyO/2uNJjfu7d7OXbs/Usy0kY0jU1AxcCNwKXDvCxTuB24DAwDShTVZbs8FJ5NMAYg8L0MVpeHqcj26DwpOH4zs2Nxp+pctp3cH8EfED7a/TEiK5g9P0JeBPIBP4B9PcnRf7uix8n6nu1atWqLaqqLuzvumh36JapqlqtKEo68KGiKLtVVf1vhOvOBdZ0a7eM6rGhQu9vAAsXLlRXrlwZ5dJGzqeffkosrkt0Je9TfJD3KX7IezX8ajduZLHRyMpZs/q8rqq5lRv++CmqCoYELRqlvUXQr1PxjlH4VM3g7pXTR2jV7T5qaoLt27l0zhxWhnZ8VgE/BFr8fqxabcTWtqef3MhYs50fXLaKRN3QR/1nr12LMyWFldOjfz1cgQBnbt9OucPB67NmMd9iYeqGDRhXjuFZYzZ/+nAvq480o85M5Jy8bFZOmXJcaxuNP1MBVeV7q1dTPXYspXV13Jqby8pJk0Z0DaNtd1UVb+7bx9fz8lgVxfcuf/fFjy/6exVVQaeqanXof+sURXkVWAxEKugup1u75QAeK4QQQnzhtAYC7HW7o0rc+3XonNfHP1hJTnJSx+27XS6mb9rEozuPcOnkLObmJQ/bervbHAraWBDh/J9NF/ljxoF6J5/sqee206cMSzEHvQej9MYTCHB+SQnr7XZenDmzI87/1xMm8N39+/l2Vhav3FjEewfrOaeirMtg9HigVRQWWSw8X1eHX1U5+zjaLePdqSkpZOr1XJUx+HmHQsSSfnsFFEUxKYpiCf8aOBMojXCdDTgFeH2gjxVCCCG+qMrcboL0f37uv3vrebe0hu+eWtClmAOYYjRiUlU0YxO49Z/bcHn9w7jirjbZ7Uw0GBiTEH3b5NNry9FrNXxtybhhW1eh2cwutxtfsP95c23BIJeWlfFRczNPTJvGRZ2K6xtzcphnNnPb/v04AwF0Ke1F6kAGwMeKJVYrflXFrNWyPJQ0+kUyxWjkaFERs07A1jzxxRZN83cGsFpRlO3ARuBtVVXfUxTlBkVRbuh03YXAB6qquvp77FAtXgghhIh3JeFAlD4+ZHr9Ae56YycTxpq4bkXPVEWNojBdUbDmGSlvcPGr0E7eSNjscLBwAOmcLa1tvLylkvMKs0mzJA7buuaG5o7tdLn6vfau8nLebGjgwYICrsrM7HKfVlH4a0EBVT4f/1teTpnbDbQPMI83i0Pv02nJyejjbDC4EKJ3/bZcqqp6EJgb4faHu/3/p4CnonmsEEIIIdrtcLlI0miYlJTU6zWPrz7EwWMunrpmUa8titOA59s8/OKUiTz+6UFWTk3n7FmZEa8dKvU+H4e9Xm4ZQEH34qYK3L4A1yzLH76F8XnxssFu73ccxFsNDZyeksJNOTkR7z/JZuO6rCzuq6ykyGYjVacjbQA7krGiyGYjSaPhYhmoLcQJRf55RgghRMz6uKmJI6MYxz8SdjidzDSZeo2Dr2pu5f6P9nPmjAxWTu09an0aEABWLM5kdo6NH/9rB7X24X3ttoTOz0W7Q/fpnjoe+GQ/SyaMYWb28Lb85RsMZOr1rLXb+7zO7vdT4nL124L42wkTsOl0fNbSwgyTKS5nmKXr9VQvXcqVcoZMiBOKFHRCCCFiki8Y5JwdO1hRXEzlCVzUlbhcfZ6fu/vtMoKqys+/MqPP5wlnORa7nNx3eSHetiD/8+J2gsH+xxMdr02hgm5+PwWdPxDknvd2c/WTm8iyGfj9RXOGbU1hiqJQZLWytqWlz+s22O2oQJHV2ud1Y/V6fjdxIhCf5+fCkhMS4rIYFUL0Tgo6IYQQManE5cKrqhzxejl7xw4a29pGe0lDrtbno66tjdm9FHSr9x3jnZIabl41mbwxfRcRY4BxiYlsdDiYlGbmznNnsHr/MV7bVjUMK2+32eFgalIS1l7SLAGOtrRyxaPr+eunB7hicR6v3byM/LEjc/6syGbjgMdDrc/X6zVr7XYU2gND+nNtVhY/yMvj6szhbWUVQoiBkIJOCCFETNoUapV7YupU9rW2cm5JCe5AYJRXNbR29BGI4g8E+cUbpYxPNXL9yROjer7FVisbQq/b5YvymJhm4vmNR4Zuwd1sdjhY1Ech9OmeOr78l9XsrLZz32WF/ParczAkDM+YgkjCu27r+tilW9vSwmyTqc+iNEyjKPxh0iRO+gImRAohYpcUdEIIIWLSZoeDVJ2OqzMzeW76dNbZ7VxWVoY/ihj6eFESSmCMtEO38VAjB+pd/M+ZU6MughZbLBzyeKj3+VAUhcsW5rGpvIn9ddHPY4tWtddLtc8X8fycqqo88PE+rn5yE+mWRN787nIumBc5cGQ4/53EZgAAIABJREFUzbdY0CtKr+foAqrKerudIinQhBBxTAo6IYQQMWlTKA5fURQuTk/nrwUFvNXQwPV796Kqw3cubCTtcDrJ0utJ0+t73PfezhoMCRrOmB59gMXi0I5U+GzbV+fnotMovLS5YmgW3ElvgSitvgDffb6Yez/Yy/mF2bx28zImpY3O3K9EjYaFFkuv5+jKXC7sgUC/5+eEECKWSUEnhBAi5rgDAXa6XF3a+W7IyeGu/HyerKnhzvLy0VvcENrhckXcnQsGVd7fWcMpU9JI0kfforjAbEYDbAztSKVZEjltejqvbK3E5x/anc1NDgca2gd4hx1taeXSR9bxdslRfnT2NO67rHBEWywjKbLZ2Oxw4I2wsxveuZMdOiFEPJOCTgghRMzZ7nQSoOfuz53jx3NpWhp/qqiI+9ZLfzBImcsV8fzc9spmau3eAc+RM+t0zDSZ2BjaPQO4fNE4jjl9fLy7dtBr7myzw8EMkwmTtr1g23qkiXPvX8PBeiePfmMhN66cFBNpikVWK15VpbjTaxK2tqWF9IQEJhoMo7AyIYQYGlLQCSGEiDmbemnnUxSFC8eOxR0MsiN0/ixe7WttxauqEUcWvLezBp1G4dRpA58XtthiYaPd3tGWevKUNDKtBv65aejaLlVVbQ9ECb0//y6r5fJH1mPUa3n15mWcPiN25pwtDe3yRjpHtzZ0fi4WCk8hhDheUtAJIYSIOZsdDrL0enISE3vctzTUHreun4HRsW5HL4EoqqryfmkNRZPHYktKGPDzLrZaafD7ORia3afVKFyyMJf/7K2nurl18AsHKrxe6tvaWGixUNnk5rYXtzE108LrNy9jSkZ0Q8ZHSmZiIhMNhh7n6Op8Pva3tsr5OSFE3JOCTgghRMzZHApEiWRcYiJZen2/A6NjXYnTiRaY3q2g21ProLzBzVkzj2+XKzxPbWOngvfShXkEVXh5S+Vxr7ez8A5qocnE91/YBir89cr5pJh6hrvEgiKbjTWddi3h838QkPNzQoh4JwWdEEKImOLw+9ntdne083WnKApLrdYTYodumtFIoqbrj+L3S2tRFDjjONsWZxqNJGk0Xc7R5Y0xsmxyKi9uriAYHHxC6GaHA52i8N+NNWw53MSvL5zV7+Dz0VRktVLj83E4tGsJ7efnEhSFBRHOMAohRDyRgk4IIURM2ep0otLz/FxnS61WDnk81Pp8I7ewIbbD6WR2hGLivZ01LByfQrrl+II6dBoNC0Ln6Dq7bNE4KptaWXugIarnsfv93HvkCFVeb4/7NjscTNIl8sgnB7hkQS7nF478jLmBCO/CdT5Ht9ZuZ4HFgkE7uimcQggxWFLQCSGEiCmbQh+6+yzowufo4rTtssXv57DX2yMQ5XCDi11H7Zw1c2Dplt0ttljY6nTS1ikJ9MwZGSQbE3hh05F+H1/qdLJwyxbuOHiQoq1b2d0pgEZVVTbZ7TRWuJmQauKu82YOaq0jYZbJhFmr7WjT9QWDbLLb5fycEOKEIAWdEEKImLLZ4WB8YmLEYdthC8xmEhQlbtsuS0MFUveRBe/vrAEYdEG3xGrFEwxS0qkQMyRouaAwhw921tLk6n1n8x+1tSzZuhVHIMDvcvJpDQZZXlzMhtBrfaC1lZZAAKXRz1+umIcpUTeotY4EraKwxGLp2KErdjrxqqqcnxNCnBBi/29hIYQQXyh9BaKEGbRa5pvNcVvQ7XA6gZ4Jl+/vrGVmtnXQ59EWh16/jXY78zu9lpctyuOpteX85p1dFE1OxZKYgMWgw2JIwBMI8NPDh3jfbyfVpWDeauchVxMJRoWGRUks27yV8+wmvKiQDDfMHs+snPgpiIpsNu4+fBin39+xU7dUduiEECcAKeiEEELEjMa2Ng54PFyXldXvtUttNh6urqYtGCRBE18NJyUuFzatlrxOYxnq7B62HG7if86YMujnH28wkJaQwEaHgxs63T49y8pJE8fw0pZKXuqUeBnQQ918A75kLalH/Kx0G5ldOJaCdAtNbh9ljU7+obTwmtVJgiOIVtXys6LJg17nSCqyWgkCGx0O1trt5BsMZEcYiyGEEPFGCjohhBAxY0somXFRFDsnS61W7qusZJvTGdX1sWSH08kcs7nLQOv3y2oBOHvW4NotoT0JdLHF0tEm2dlz151Eg8uL0+PHEfrvwcZqXmxt5IG8Sdx4ci4aTc9B27/1+7mwtJSPNc0ssVjQx1mYyEmh3yNrWlpY29LCyuTkUV6REEIMjfj6J00hhBAntM2hgm5+FFHy4Xa5eGu7VFWVEperRyDK+6U1TEwzMTl9aGL0l1it7HK7sfv9XW7XahTSLQYmppmZm5fM8oKxOI0KM0wmbp6UF7GYA7DqdLwzZw635+Zya27ukKxxJCUnJDDTaOSFujqqfT5ptxRCnDCkoBNCCBEzNjkcTE5KIiUhod9r8wwGcvT6uCvojni92AOBLiMLmt0+1h9s4OyZmV127QZjsdWKyudFcl9KXS5mdSswI0nUaPjj5MlcnnF8M/JGW5HNRpnb3fFrIYQ4EUhBJ4QQcSagqtREmA12ItjscPQ6UDySpTZb3I0uCAeidN6he39nDf6gOuh0y87CwTJb+ynoHH4/5R5PVAVdvAuPKTBqND12SIUQIl5JQSeEEHHEHwxyyc6dTN6wAVcgMNrLGVK1Ph8VXm+/CZedFVmtHPZ6ORpHBe6O0CiBcAGlqipPrilnaoaFOblDt2uUmpBAXmIixaECsjfhHasvREEX2pVbYrWii7MgHSGE6I2EogghRJxQVZXv7N3Lq8eOAbDN6WTZCdQ2Fm4NHEhB1/kc3VfT0oZlXYPRGghw0OPhYGsrB1pbOejx8FZDAxMMBiy69h/Bn+07xu4aB3+4eM6QtVuGzTOb+y3oSrsVmCeygqQkFpjNfHXs2NFeihBCDBkp6IQQIk78+OBBnqip4TtZWTxy9ChbHI4TrqBTiC4QJWyexYI+NGA8Fgq6gKqy2eHgw8ZGPmxqYq3djl9VO+63aLVMSkri2szPWysf/ewgaZZEzivMHvL1FJrNvNXQgDsQwNhLKmWpy0WSRsMEg2HIv36sURSFzQsXjvYyhBBiSElBJ4QQceCeI0e4p6KCm7KzeaCggNcbGjoi/k8Um+x2phuNmHXR/2hK1GhYYLF0DIoeLZUeD7cfOMC/m5poCqVKzjebuT03l0KzmYlJSUwyGEhNSOiyC7e7xs5n+45xx1lTSdQN/RiAeWYzQdrn3i3pJdWx1OVipsmEZoh3B4UQQowMKeiEECLGPX70KD86eJDL09O5v6AARVFYYDafUAWdGtrZOmvMmAE/dqnVyoNVVfiCQfSjdC7qubo6Xqqv55rMTM5MSeG0lBTS9Pp+H/fYZ4dIStBy5ZJxw7KuwtBu5zans9eCrsTp5JzU1GH5+kIIIYafnAgWQogY9lp9Pdfv2cNZKSk8PW1axy7KAouFXW73CROMUuX1UtvWFlXCpd3TRmlVC15/+/e+1GrFq6r9nhUbTlscDiYYDDwxbRqXZ2REVczV2j28vq2KSxfmkmzs//rjMd5gIEWno7iX4r/e56O2re0LcX5OCCFOVLJDJ4QQMSqoqnx3/34KzWZemTWry+7TQouFICdOMMqGKANRVFXluqc3s/FQIwlahSkZFvLzLJACr1fWsWTG6AyL3uxwDCjMBeDpteX4gyrfWj5hmFbVfmas0GxmWy/F7s4vUCCKEEKcqGSHTgghYtR6u51Kr5fbcnMxdQu0WBAqHk6Utsu1LS0kKgrz+imK/rW1io2HGrlu+QSuWzGRMSY9a0rq0LYG+fP2ct4tOTpCK/5cQ1sbhzyeARV0bp+f5zYc4eyZmYxPHd5iqtBsZofLRaBTOEvYFynhUgghTlSyQyeEEDHqpfp69IrCuREi1rMTE8nU60+Ygm5NSwuLrFYS+zgD1+z28Zt3djF/XDI/PWc6Gk17+6mqqpy/rYQPtY387LVSFk0Yw1hz4kgtvWNw94IBFHQvba6kpbWN61ZMHK5ldZhnNtMaDLLX7WZ6t8Kt1OUiRacjK4oWUSGEELFJduiEECIGBVWVl+vrOWvMGGy9pD6eKMEorYEAW51OinoJ7Qj7w/t7aG5t49cXzO4o5qC9rfC0tDF49NCk+vn5a6WoEXajhkt4fl604xYCQZXHVx9i/rhkFoxPGc6lAZ8Ho0Q6Y1jqcjHLZBry+XdCCCFGjhR0QggRgzaE2i0v6WO22okSjLLF4aBNVfs8C7itopl/bDzC1UX5zMjuWfiFB4yffnIu75bW8Mb26mFbb3ebHQ4mJyWRkpAQ1fUf7KzhSKObb4/A7hzANKORREXpUdCpqkqpy8VsabcUQoi4JgWdEELEoHC75XkR2i3DFoSCUbaPYrrjUFhjtwOfF2XdBYIqP3u1hHRLIredMSXiNYVmMwaNBlOOgcK8ZO58fSd1ds+wrbmzzQ4HC6Lcndtc3sgv3tjJuDFGzpyZ2f8DhkCCRsMsk6lHMEql10tLICDn54QQIs5JQSeEEDEm3G55Zh/tlnDiBKOsbWmhICmp16j/Z9aVs7Pazp1fmYk5MfLroddoWGA2s8Hh4I+XzsXTFuCnr5YMe+tlvc/HEa83qnTOJ1Yf4vK/rSdJr+WRbyxAqxm5Nsd5FgvFDkeX10MCUYQQ4sQgBZ0QQsSYjXY7Ff20WwJk6/Vk6vUdZ7jikaqqrLXbe223rLN7+OMHe1lRMJZzZve9o7XUZmOrw0FuqpE7zprKv3fV8crWquFYdoctUYxbcHr93PJ8Mb98q4xV09J545blTM8a2fEKhWYzDX4/VV5vx23hgm6mFHRCCBHXpKATQogY81J9PQmKwnmpqX1epyhK3Aej7Gtt5VhbW6+BKHe/swtvIMivzp/Vb3BHkdWKT1XZ6nBwzbIJLMpP4X/f3MnRltbhWDrweSBKb+MW9tU6OO+B1bxbcpQff2kaf/vGAmxJ0Z21G0rzIgSjlLpcZOv1jIny7J8QQojYJAWdEELEEDXcbpmSQnIUH7TjPRhlbUsLQMQduqMtrbyxvZpvLZtA/tj+d5HCZ/DW2e1oNQr3XjKXtkCQ//tw79AuupMtTidTkpIitsZuOdzEBQ+uwd7q57nrTuKGUyaNWprkHJMJBbqcowsnXAohhIhvUtAJIUQM2ehwcMTr5ZL09Kiuj/dglDV2O8k6HdOMxh73vbGtGlWFyxflRfVcmYmJ5BsMHUXi+FQTX52fy+vbqmly+YZ03WGbHY6I7ZalVS1c/eRG0iyJvPndZSyd1Pdu63Az63QUJCV17NAFVJUyt1sKOiGEOAFIQSeEEDHkpbo6EhSF8/tptwyL92CUtS0tLLVa0UTYuXptWzVz85Kj2p0LW2q1ss5u7wj/+ObS8Xj9QV7YVDFkaw6r9fmo9Hp7DBTfW+vgG49vwGpI4Llvn0SWLWnIv/bxmGc2d+zQHWxtxRMMysgCIYQ4AURV0CmKUq4oSomiKNsURdkc4f6ViqK0hO7fpijKnZ3uO1tRlD2KouxXFOXHQ7l4IYQ4kYTbLc/op92yxd3GR7tq8fmDZOv1ZCQkxGVB19TWRpnbHbHdcm+tg11H7VxYmD2g51xqtVLt81ERCv+YlmnlpIljeHb9YfyB4JCsOyxSIMqhYy6ufGwDCVoNz123hJzk2CjmoD0Y5ZDHQ3NbGyWScCmEECeM3vOwe1qlquqxPu7/TFXVr3S+QVEULfAgcAZQCWxSFOUNVVXLBr5UIYQ4sW1yODjs9XJXfn6v16iqyvdeKOY/e+tJtyRyVVE+c5JNcZl0uS40fy5SIMprxVVoNQpfmTvwgi783OMMBgCuLsrnhme38tHuOs4awtlvmx0OFD4PHKlscnPlo+sJBFX+ef1JA9pZHAnh4JZtTielLhcKMF0KOiGEiHvD3XK5GNivqupBVVV9wAvA+cP8NYUQIi6F0y3P72OY+MtbKvnP3nquWjqeqZkW/vD+HrYW11PmcrOjpmUEVzt4a1ta0AKLuxV0waDK69uqWT55LGPNiQN6zrlmM0kaDetaPn8tTp+eQbbNwNNry4dg1Z/b7HAw1WjEotNR5/Bw5WMbcHr9/P1biynI6Hsu3WgoDBWe4YJuosGASasd5VUJIYQYLCWaoauKohwCmgAVeERV1b91u38l8Artu3DVwA9UVd2pKMrFwNmqql4Xuu4bwBJVVW+J8DWuB64HyMjIWPDCCy8M5vsaFk6nE3PoB6KIXfI+xQd5n7pSgSuAfOB3vVzT5Anys9Wt5Fo0/HixAY2iUOUI8lhjgE/HJ5CxvpXbxyewOGsgzRf9G6736nbABTzS7fa9TQF+s8HD9XMSKcoe+PfyfcAHPNTptrcO+nh5bxt3L0sixzI0/5Z5CTAP+LGqcu9mD/ubgvxwsYHJyaNTJEXzPl0MLAD2ALnAr0dgXaIn+fsvPsj7FD9O1Pdq1apVW1RVXdjfddH+pFymqmq1oijpwIeKouxWVfW/ne7fCoxXVdWpKMo5wGtAARApnzliBRkqEv8GsHDhQnXlypVRLm3kfPrpp8TiukRX8j7Fh8G8T/U+H49UV/OjceNI0JwY2U4fNzVRu307v582jZWZPdsCVVXl23/fTAAvj1x7MhM6tfOt9HrJXbeOtHEm/rnfy7fPKyLFpB+ytQ3Hn6m2YJA9q1dzbVYWKwsKutz34aslJCVU8f2LVmJKHHhB96UDB/hTZSVLli8nKbQDNWeRjzd++xFl/jSuXDk7qudRVZWHq6tZlZzMtG6tidVeL8fWrePLkyezZ7+Xsobd/P6i2Vy2aNyA1ztUonmfFu/YwcHWVipbW/n6uHGsnDhxZBYnupCfU/FB3qf48UV/r6L6JKSqanXof+uAV2lvpex8v11VVWfo1+8ACYqijKV9x65z3nQu7Tt4Qghx3H508CA/Ly/ns5b4ajHsy++PHCEjIYHL0tIi3v/6tmr+vauOO86a2qWYAzqCUSZPS6altY2739k1EkselB0uF+5gsEcgis8f5O2So5wxI+O4ijmApTYbbaraJShmjEnP+XOz+dfWKlpa26J6ng+amrhp3z6+UlKC3e/vcl/4ua1u+OMHe/jynCwuXRjdeIXRNM9sZk9rKwFg9gn4r9lCCPFF1G9BpyiKSVEUS/jXwJlAabdrMpXQtFRFURaHnrcB2AQUKIoyQVEUPXA58MbQfgtCiC+SUqeTp2tqgPidvdZdscPBB01N3JqbiyHCmaY6h4e73tzJ/HHJXLNsQo/7FUVhgcXC/oCX60+eyMtbKlm7v68Mq9EXnhXXPRDlv3vraXa3ccG8gYWhdNY5GKWzq4ryaW0L8NLm/kcYqKrK/5aXMzYhgUMeDzfv29fl/i0OBxrg0Tf2kmE18JsLZ4/a0PCBmNepiJOESyGEODFEs0OXAaxWFGU7sBF4W1XV9xRFuUFRlBtC11wMlIau+QtwudrOD9wCvA/sAl5UVXXn0H8bQogvip8eOoRFqyVVp+uYqRXv7qmowKLVckN2zyJGVVXufG0nbl+Aey6ei1YTuWhYYLFQ5nJx3cqJ5Kca+cmrJXjaAsO99OO2pqWFvMRE8kJJlGGvbatijEnPioLIO5XRSNfrmWgw9CjoZuXYWDg+hWfWHyYY7Pv8+IdNTayz2/lVfj6/yM/n2dpangn9QwK0B6Ikt2mobfTwlysKsSX1PmYiloSDURIUhYKk2BmpIIQQ4vj1W9CFEirnhv6bqarq3aHbH1ZV9eHQrx8I3TdXVdWTVFVd2+nx76iqOkVV1UnhxwohxPH4rLmZNxsa+PG4cSy2Wk+Igu5Qaysv1tXxnezsiLPn3i45yns7a7jt9ClMTu+9RW6BxUIQ2O1t5TcXzuZwg5u/fLSv1+tH21q7vcfunNPr59+7avny7CwStIM7G9l9wHjYN4vyOdzg5tO9db0+VlVV7iovJy8xkWuysvjZ+PGcbLNx07597He7UVWV1U0teOu83HpaAQvGjxnUWkfSxKQkLFotU41G9CfI+VMhhPiiG9ooNCGEGCaqqvLDgwfJ0ev5Xm4u9kCAD5ua8AaDJMbAB1N/MMh39u4lCEwzGpmalMQ0o5FJSUl9Brf8saICraJwa25uj/vsnjbueqOMObk2vr2iZ6tlZ4tDM8Y22O3cNjmPixfk8rf/HuTcudlMz+o55200VXg8VHi9FHU7P/d+aQ2etuCg2i3DltpsPFdXx2GPh/xOO1FfmpVJuiWR37yzm2NOH2fNyMRm7FpIf9jYyDq7nbNcJpb8+t8k6jRkZJrw5wc5Y+M2fmrNoUUNME+XxE2rJg96rSNJoyhcmZFBpn7oQnOEEEKMLinohBBx4dVjx1hvt/PY1KkYtVoKzWb8qkqZy9UxMHk07Wtt5YmaGsxaLc7A562OWuCitDSemjatI3ExrN7n44maGr6ekUFOYs95a3/59z4aXF6euHohun52rLISE5loMPBZSwu35eXxs3Om88nuOn78rxL+dWNRr62aQ6XK6+WcHTt4sKCA5cnJfV67NtQK2T0Q5bVtVeSNSWL+uJRBr6eo0zm6zgVdglbDL8+fxa/eKuOHL+/gp5oSlk0ey5dnZzEnz8b7O2u4012FVqdyaEMDZ8/IQKfRcKDeSVqZj/JZKrdU7Aeblv9dMWXYX9fh8NCUKaO9BCGEEENICjohRMzzB4P85OBBphuNXJWRAXQdkhwLBd3e1lYAPpo7l6lGI3vdbna73Wx2OLi/qoq6tjbemDULi+7zv3YfqKqiNRjkjrye6Yj76xw8tbacyxbmMSe37wIpbLnNxruNjaiqSopJz53nzuD7L2zj2fWHuaoof0i+z95stNvZ4XJx0c6dbF24MGKBCu3v5RNHj2LSaJjTKZSjzu5hzf5j3Lxq8pCEi8w2mTBpNKy127ki9Hsm7OxZmZw1M4MdlS28U3KUt0uO8sNXdgDQmqrBviiJ6xLT+b+fTcXcKWlTVVWu2bmbp6lFC5yWkTrodQohhBCDNfp9SkII0Y/Ha2rY29rK7yZORBdqX5yUlIRJo4mZc3R73W4ACpKSsOl0LLJa+UZmJn8uKODZ6dP5rLmZ07Zvp6GtPTLfFQjwQFUV56emMr1b2qCqqtz1RhlGvZY7zpoa9RpW2GzUt7V1FJfnzc1mUX4KT6451OMs2VA77PEA4AgEuKi0FG8w2OMaVVW5Ye9ePmhq4p5Jk7q0oj62+hAAX53fs/X0eOg0GhZZrazrZbSFoijMzUvmJ+dM57MfruLNW5Zz9wWzGH9KGrmJiTywZHqXYi78mIemT2Gm0ch8iwVjhERSIYQQYqRJQSeEiGmuQIC7ystZZrVyburnOyJaRWGO2Rw7BV1rK2kJCaRECDb5WkYGr86axQ6nk1OKiznq9fLY0aM0+v38cFzPQdTv76xl9f5j3H7GFFLNkXe6IlkeamFcHSpiFEXhkgV5lDe42VE5vDP7yj0eTBoNz0yfzgaHg+/u6xnI8vNDh3i8pob/N348N+XkdNxea/fw9NpyLpyX22PG3mAstVrZ7nLhDvSd9qkoCrNzbWROtbLJ7eQn48b1ei4zSatlzfz5vD07uuHkQgghxHCTgk4IEdPuq6ykxufjnkmTerTiFYYKuuHefYrGXrebKX3EwJ87dizvzpnDYa+X5cXF3FtRwXKbrUcwiKctwK/fLmNqhoWvnzR+QGuYajQyNiGBz5qbO247a1Ymeq2G17ZVDewbGqDDXi/5BgMXpaXxk3HjePToUR6tru64//7KSu4+coTrsrL4ZX5+l8fe//E+gqrKracXDOmallqt+FWVzZ0GjPcmnGyZo9dzbVZWn9fadDrSJFRECCFEjJCCTggRs5ra2vjDkSOcl5rao/CB9oLOHghQHmr3G017W1uZYjT2ec2qlBT+PXcuTX4/lV4vP4pwdu6R/xyksqmVu86b2W8QSneKorDcZuOzTm2GtqQETp2WzpvbjxLoZ/baYJR7POSHZsr9asIEzkpJ4ZZ9+9hgt/PPujq+v38/56em8lBBQZfC/EiDmxc2VnD5onHkjen79Ruok0LBKGt7abvsbE1LC6tbWvjJ+PExkZoqhBBCREt+agkhYtYfKypoCQT41YTIkf2dg1FGk93vp8bn63OHLmyJ1crqefP48+TJnJPaNVSjssnNXz/dz5fnZLF00vEFbqyw2Tjo8VDt9Xbcdn5hNsecXtYdaDiu54zGYY+H8aGCTqso/GPGDHISEzmvpIRv7NrFMpuN52fM6DgDGXbfR3vRaRW+e+rQx/+n6fUUJCX1GDAeyQdNTWihI3RHCCGEiBdS0AkhYtIxn48/V1VxaVoac8yRB2rPMpnQMPoF3b5QCEl/O3RhM0wmvpebi6ZbC+ndb+9CUeBn50w/7rWs6HaODmDVtHQsiTpeH6a2yxa/nya/v2OHDmBMQgKvzpqFIxBgqtHIG7Nm9RjbsK/WwavFVVy1NJ90q6H70w6JZTYbayMMGO9uTUsLc81mzDoJfxZCCBFfpKATQsSkeyoqcAcC3NXtvFVnRq2WqUbjqBd04YTLaHboevPchsO8W1rDzSsnk518/M9TaDZj1Gi6tF0aErScNSuT90pr8LT1HRByPMIJl+MNXYuyuWYzZYsWsXbevIhhMX/6cC8mvY4bTpk05GsKK7JaOdbW1lF0R+IPBtlgt0ds6xVCCCFinRR0QoiYU+P18kBVFVdmZPSI9O+uMAaSLve2tqLQPkrheHy0q5afv1bKqqlp3LhycMVNgkbDUqu1yw4dwAWFOTi8fj7ZXTeo548kXNDlG3rusuUnJXWZvRdWUtnCu6U1XLdiAimm4QsYCQ8v7+scXYnLhSsYZFnozJ0QQggRT6SgE0LEnN8eOYIvGOTO8f2nPBaazRzxemkMzXcbDfvcbsYlJvZoKYzG9opmbvlHMTOzbTzwtfkDDkKJZLnNxnankxa/v+O2pZNSGWtO5PVt1X088viU97JD15d7P9idNBsyAAAgAElEQVRDijGBa5dHPh85VKYZjSTrdKzp4xzdmlCxJzt0Qggh4pEUdEKImFLh8fBwdTXXZGUxOYozaeFglO2juEsXTcJlJEca3Fz79CZSzXoev3ohpsShOb+1IjkZFboM1dZqFM6dm8XHe+poaR3a4vewx4NBoyE9QltlJBsONvCfvfXcuHISFkN0jzleGkWhyGrtc4durd1Ojl5PXmL0M/+EEEKIWCEFnRAiptx9+DAq8P+i2J2D9nNaMHrBKKqq9juDLpIml4+rn9yIP6jy9LcWk24ZulCQk6xWtNDlHB3A+YU5+PxB3i+tGbKvBe07dOMTE3vMCYxk46FGvvPsFrJsBr65NH9I19GbIpuNMre7113cNS0tLLPZolq/EEIIEWukoBNCxIyDra08XlPD9VlZUbfvZej1ZOn1o1bQ1be10RIIUDCAHTpPW4Dr/r6ZyuZWHvvmQialRU7xPF4mrZb5FkuPgm5uro38VCOvbx/atMvwUPH+vL6tiq8/toExJj0vXH8ShoSBt6gej/DZuPUR2i4rPR6OeL3SbimEECJuSUEnhIgZvzp8GJ2i8NMod+fCRjMYZaAJl7tr7Fzw4Bq2HmnivssKWZg/ZljWtcJmY6PdjjcY7LhNURTOK8xh7YEG6uxDN4y981DxSFRV5f6P9vH9F7Yxb1wy/7qxiPGpfYfdDKVFoR3LNRHaLteGijwJRBFCCBGvpKATQsSEtmCQ52pr+VZmJtkDPMtUaDZT5nZ3KV5Gyt4oZ9AFgyqP/vcg592/hmNOH49ftZBzZmcN27qW22x4VZXNDkeX28+bm42qwps7jg7J13EFAhxra+t1R9XnD/KDl3bwxw/38tV5OTxz7RKSjcOXahmJSatlnsXSUbx1tralBaNG09G6K4QQQsQbKeiEEDHhQGsrbarK0uPYKSk0m/GrKmUu1zCsrG973W4SFIXxfRShVc2tfO2x9dz9zi5OmZrG+7eu4NRpGcO6ruWhFsLPmpu73D453cysHCuvbKmkLTD4ArivkQV1Dg/feHwDr2yt5NbTC/jjpXPR60bnx06R1coGu522bkX/GrudxVYrCRr5cSiEECI+yU8wIURM2B1qXZx2HGmRhaMYjLK3tZVJSUnoeikI3t9Zw9n3/ZeSyhbuuWgOf/vGAlLNw5+mmKbXMzUpqcc8OoBvLs2n7Kidrz26ftCtl72NLFh3oIEv/2U12yubue+yQm49fcqoho4ss9loDQa7pKG6AgGKHQ6KpN1SCCFEHJOCTggRE3aFCrqpx1HQTUpKwqTRjE5B10fC5d5aB997vpiJY028+/2TuXRR3ogWNSuSk1ljtxNU1S63X7owjz9fXkhplZ0v37+aTeWNx/01uu/QBYMqD3y8jysfW4/FoOO1m5dxwbyc4/8mhki4aOvcdrnZ4SCAzJ8TQggR36SgE0LEhN1uN7mJiVh0/c9iK6ls4az/+y83PLOFBz/Zz7r9Dcw0mka8oAuoKvt7mUHnaQvwveeLsRh0PHbVIsalDrxQHawVNhvNfj87I7Sinl+Yw6s3F2HSa7nib+t5YvUh1G6FXzTKPR70ikKmXk+jy8fVT23i3g/2cu7cbN64ZTnTMmNj9yvXYCAvMbFLMEr418fT5iuEEELEiqGZYiuEEIO02+2Out3yd+/torqlFa8/wHs722eqNczQ05qt492Sar40O3s4l9qhwuPBq6oRd+jueW8Pu2scPHn1ItIsozOwuuMcXUsLsyOEfkzLtPLGd5fzPy9u55dvlVFc0czPzplOpi36mXiHPR7GGQwcbfFw8UNraXD5uPvCWXxt8biYm+u2zGbr0oK6tqWF6UYjY6IciC6EEELEItmhE0KMOlVVoy7oNh5qZM3+Br5/WgGf3rGK7XeeybPXLuEreWkEdAo3vr6dtQeOjcCqe0+4/HRPHU+sOcTVRfmsmpY+ImuJZILBQLZeHzGuP8xqSOCRry/gjrOm8vaOaop+9xHXPLnx/7N33/FtlVcDx39XsoYlS952hhM7iwyyyCYhkBBmy967tLSMUuDtoJS+bemAltIFXYyW0lJaKKNsXqDQxAFC9h7OsjO8p4Y1Lel5/7BsPOQZDyk5389HHye698pHXBv75HnOOby7s4JgqOemKS1DxR94fScObxOv3L6Y6xfmx10yB83bLksDAY74/USUYo3LxRLZbimEECLBSUInhBh2FcEgrnC4Vwndox/sIyvFxPULm2fVpVoMnDYpi6/PHd/891HJ3PbsJooqO7eoH2ixZtDVNQb41kvbmZxr4zvnTxn0GLqjaRqnpKSwvYfunzqdxp3LJ7LyW8u4Y9kEdle4uP25zZz6sw956O3d1Pm6TuwOBwIY/IoP9lTz9bMnMSMvfhOkluRtjdPJXq+XhlBIGqIIIYRIeJLQCSGGXW87XK4rrmPNwTruWDaBZKO+3bHpVitJmsZpi0ZiMem5+S8bKHf4Bi1mgP0+Hyl6PSOMzXPVlFJ8++XtuPxNPHbtbMwGfQ+vMPhmpKRQ5PUS7MWMvvxMK/eeO4VP7juTZ26ez/yCDJ755BA/W++nxh3odL4vHKYyGGTXvgamjLDxxSXjBuMtDJiZVitWnY5PXK7WVUtZoRNCCJHoJKETQgy7loRuag8J3W8+2Ee2zcT1C8d2OmbR6zk9NZVVjU7++sUFeAIhbn5mPU5f06DEDM1bLk9KTm7dXvjc2sN8WFTN/edPiZtmINOtVkJKta4m9kaSXsfyKTk8ceNcXr5jMa6A4svPbsQXDLc770igOcnzOpp46NLpGPTx/SMlSadjod3OGqeTNS4XWQYDk7roUCqEEEIkivj+6SuEOCEUeb3Y9HpGRle6Yvn0YB1ri+u544wJXa58XZSVxW6vF0NqEk/eNJeSWg+3PrsRf1M45vnHap/X21o/V+H08eDbe1g2OZubFxcMyufrj+lWKwA7+zl0ffaYNG6bZWJ7qYNvvLiVSOSzTpgflTePOzg3P4u5+RnHHuwQWJyayrbGRj5saGCx3R6XtX5CCCFEX0hCJ4QYdnuiDVG6++X60Q/2kWMzcV2M1bkWF2ZmAvBmXR2LJ2Txyytnsa6knv99deeAxxyIRDjk97fWzz1ZWEw4ovjJxdPjKkmYYrGgp/8JHcDc3CT+93NT+b+dlfz83SKged7cH9aXAPCdpScNRKhDYondTpjm1UWZPyeEEOJ4IGMLhBDDrsjrZXlaWpfH1xysZV1JPQ9cOK3burTxyclMt1p5o66Or48Zw8WzR7O30s0fVx3k5sUFA9qwo9jnIwJMSk6mxh3g+fVHuOSU0YzJGPp5c90x6XScZLGwox8JnT8c5tmqKhRw62njOFzn5cnVxYzNtKDTNIp9PvQYmZpmHfjAB8kiux0NUCANUYQQQhwXZIVOCDGs3KEQpYFAl/VzSike/WA/OTYT1y7oenWuxcWZmXzkcFDf1Fw7d8eyCaRZDPzy/b0DGnfbkQVPf1xCMBzhq8smDOjnGCjTrdY+rdCFleKvFRWctH49t+3bx+9o7pj5wIXTWD45mx+8vouH3t5DWraZMWYzSbrE+VGSZjBwstWKQdOYZ7MNdzhCCCHEMUucn8JCiONSS2LUVYfLTw/Wsb6knq8u67p2rq2LsrIIA+/U1QFgMxu4/YwJFO6rYcOh+oGLO9pkJIck/v7pIS6YOYrx2Z2Hd8eDGVYrxX4/nnD3tYRKKd6qrWXWhg18ce9eRhiNXJ+Twy7giN9Pkl7H766bw+RcG4FQmKzcZArMvR9CHi++PHIkt4wcSbJ++LuQCiGEEMdKEjohxLDaE1056iqhe/TD/eTaTVzTi9U5gHk2GyOMRt6IJnQAXzi1gKwUE798by9KqW6u7r19Ph/ZBgOvrivFEwxz5/L4XJ2Dzxqj7Opmlc4bDrNi2zYu3LmToFK8NG0a6+bM4UfjmkcRvFRTA0CKKYkXblvEO3cvpSrclJAJ3T15eTx+UuLU/QkhhBDdkYROCDGsirxe9MCEGO3jNxyqZ31JPbed3rvVOQCdpnFhZibv1tcTiM5eSzbq+dryCawrqeeTA3U9vELv7PN6mWA288wnJZwzLTduxhTE0ptOl+/W17PS4eDh8ePZNX8+V+TkoGkaE5KTOQl4sbq69Vy72UB+tpXyYJB8k2mwwxdCCCFENyShEyLOrXY4WL51K2ds2dLucc62bRz0De7g7KFQ5PUyMTkZY4w6rN//9wCZVmOvaufaujgrC3c4TKHD0frctQvHMirVzC/eH5hVun0+H7jDuPwhvnbmxGN+vcE0PjmZZJ2u24RulcOBRafj63l5GDrci2XAerebQ22+3o4GAihIyBU6IYQQ4ngiCZ0Qce6J8nI2uFzoNK3dY6XDwRPl5cMd3jErio4s6Gh7qYPCfTXcsnQcyca+1TqdmZaGRafj9dra1udMSXruXjGJbUcdfLCnupure+YKhagMBjlc4ub0k7KZmdd1h854oNc0pvXQ6XKVw8GS1NSYifWy6McXo9suAQ75/QDkS0InhBBCDCtJ6ISIY0opCh0OLszKYuXs2e0e52dk8HxVFZEBqgkbDqFIhH0+X8yE7g8rD2A3J3Hjovw+v26yXs85GRm8UVfXbjXu8rl5FGRa+NX7e9sNyO6r/dGVqpCjibvifHWuRXedLmuDQXZ4PCzrYnTESGC+zdZu2+XhaEInK3RCCCHE8JKETog4dtDnozwY5IwYA5Cvy8mhLBjkI6dzGCIbGCV+P01KdUro9la6eW9XFTcvGYfNbOjXa1+UmUlpIMDWxsbW5wx6HV8/+ySKKt28vaOi2+ubIhHerK3lyl27mLVhQ7vH5TubB5XPSbMxvyCjX/ENtRkpKVQGg9QGg52OrY5+DXWV0AFcnZPDpsbG1m2+h/x+dECe1NAJIYQQw0oGiwsRx1ZFa8DOiPGL9oVZWVh1Ov5ZVRXzeCIoirb+75jQ/XHVASxGPV9cXNDv174gMxMNeKOujlPazBu7YOYo/rDyAI+8V8ThOg9mg55ko55kgx5Tkp5dvkbe9TpZrzx4dApTGNI8EAqr5kckQkRBSkBx35Jp/Y5vqLVtjLLMaGx3rNDhIFmn63Yu2xXZ2Xzr4EFeqq7mO/n5HPb7GW0ydaq3E0IIIcTQkoROiDhW6HSSYzDE3JJo1eu5JCuLl2pq+N2kSTFrn+JdrITuUK2HN7eV8+Wl40m3Gru6tEfZRiOL7XbeqK3lgYKC1uf1Oo3vXzCNO57bzC/f39f6vNKgeq4Zf5YelMJWG2GaQ8fEkIGMZCM2swGbOQmb1YA9OYmTcmwsm5Td7/iGWruELj293bHu6uda5JvNLLLbebGmhu/k53PI75f6OSGEECIO9Cqh0zTtEOAGwkBIKTWvw/Hrgfuif20E7lBKbevNtUKI2Frq505PS0PTtJjnXJebyz+qq3mvvp4Ls7KGOML2lFJ8saiIczMyuDY3t1fXFHm9jDAaSTN8tq3y8VUHSdLr+PLScccc00VZWdxXXMxRv58xbZKPpZOy2fmjc2kKR/A1hfEHw6x3ubjwwG6+kj2CH4wrIM9yfCUro4xG0pOSOtXR1TU1sd3j4cGcnB5f46rsbL5x8CD7vV4O+/0sTdCVYSGEEOJ40pd/0l+ulJrdRUJWApyhlJoJ/AR4qg/XCiFiOOT3czQQiFk/1+Ls9HQyk5J4vvrYujYOhLUuF3+rquL+4mLCvWzUsqdDh8syh49/bynlmvljyLEde0J1UWYmAG/WxZ49Z9DrsJsN5NjNlNBcW/a9CcdfMgegaRrTrdZOnS5XR7f1dlc/1+KK7OYVyX9WV1MaCEhDFCGEECIODMgeLaXUGqVUQ/Sva4G8gXhdIU5khb34Rdug03FlTg6v19bSGAoNVWgx/amiucnI4UCAN9uMC+iKovPIgqcKD6IU3HbGhAGJaYrVyknJybzRi3g+cToZbTQy5jhu8tHS6bJt589V0fq5+d3Uz7UYYzazxG7nj2VlhEGGigshhBBxQOvNgF1N00qABpp/B3tSKdVxBa7tud8CpiilvtyXazVNuxW4FSA3N3fuCy+80Me3MvgaGxtJSUkZ7jBED46X+/RzYA3wKt3/y8t24B7gf4GzhiCuWDzAFTTPK9sCjAJ+3cM1pR4PN1qtfA24HHAEItxb6GPRyCRumTFwicIfgDeAN4HuKvKuBqYBDwzYZ44/rwGPAf8CWjZYfhlIA37ZzXVtv6deAX4fff6XwNxBiVT0x/Hy/74TgdyrxCD3KXEcr/dq+fLlm3q1w1Ep1eMDGBX9mANsA07v4rzlwB4gs6/Xtn3MnTtXxaOVK1cOdwiiF46X+zTu00/VpTt29HheOBJRY9asUZ/ftm0Ioort8dJSxcqVap3TqR4+fFixcqXa4XZ3e82jK1cqVq5U79XVKaWU+unbu9W477ylimsaBzS2N2tqFCtXqv/W13d5zhGfT7FypXr06NEB/dzxZnVDg2LlSvV2ba1SSqm6YFBpK1eqn5SUdHtd2++pUr9fadF7t8/jGcRoRV8dL//vOxHIvUoMcp8Sx/F6r4CNqhe5Wq+2XCqlyqMfq2leMFjQ8RxN02YCfwYuVkrV9eVaIUR7R/x+Svz+Xo0j0Gka1+bk8F5DQ8wZY0PhTxUVzLRamW+z8eWRIzHrdPyurKzbaw5HP06xWGjwBHlu7WEumDmKcVnWAY3t9LQ09MCHDQ1dnrPG5QJgid0+oJ873pzcptMlNNfPKXpXP9ditMnEadG6zrFSQyeEEEIMux4TOk3TrJqm2Vr+DJwD7Oxwzljg38CNSql9fblWCNFZS/1cdw1R2rouN5eQUrxcUzOYYcW02e1mc2MjXxk5Ek3TyDQYuCE3l79XVVHf1NTldUcBi05HnsnEM2sO4QmGuXP5xAGPz56UxAK7nQ+6S+icTiw6HbOOw+0abWUYDIwyGlsTutb6uT4msg8UFHD/2LGYEnBUhhBCCHG86c1P41zgY03TtgHrgbeVUu9qmna7pmm3R8/5AZAJ/FHTtK2apm3s7toBfg9CHHcKHQ7SkpKY0csEY6bVyjSLZVi6Xf6pogKzTsf1bUYV3DV6NL5IhKejjVJiOULz6pwnEOKvn5RwzrRcJo/ouTFHf6xIT2eD242zi8YxnzidLLDbT4gh2TPadLpc5XCw2G7vc2K2Ij2dn44fPxjhCSGEEKKPevwprpQqVkrNij5OVko9FH3+CaXUE9E/f1kpla6aRxO0jifo6lohRPcKnU6Wpqai72L+XEdadNvlaqeTo37/IEf3GU84zD+qqrgyO5v0NrPkZqakcEZqKn8oK+tyhEFLQvfc2iO4/CG+dubAr861OCs9nQifrXy25QmH2drYeNxvt2wx3Wplj8dDTTDIdo+nT9sthRBCCBF/jv9/jhYiwZQHAhzw+fr8i3bLMO+hXKV7sboadzjMV0aO7HTs7ry8LkcYeMNhqoAJpmT+/FExp5+Uzcy8wUssFtntJOt0Mevo1rtchIHFvdzemuimW60ElOKZyso+188JIYQQIv5IQidEnGmtn+vjL9oTkpOZnZLC+/X1gxFWTH+qqGCKxdLaJKOtizIzGWsy8dsOzVGUUrxXX48Cass91HmC3DWIq3MAJp2OpampMevoWhqinHqCrNC1bOP9Y1lZv+rnhBBCCBFfkoY7ACFEe4UOB3a9ntk91M/tqXCxp8LFkXovR+q9HK33UpHmZ0+unohS6Hq5XbO/dnk8fOpy8csJE9BifK4knY47R4/mvuJidjQ2MsZk4rmqKp6qqGCHx4NdKdaurWLBuAzmF2QMaqzQXPd1X3ExFYEAI9sMxP7E6WSaxdJuy+jxbKrFgkbzAPgz09KksYkQQgiR4OQnuRBxZpXDwWk91M+9tb2c8x/7iG+8uI3HPtzP2oN16DSNfIwENMVjG4oHPc4/V1Rg0DRuatMMpaNboiMMrti1i1GffspdBw5g0ul46qST+GpZiPo6/6CvzrVYkZ4OwH/b1NFFlOJTl4slJ8h2SwCLXs+E5GRAtlsKIYQQxwNZoRMijlQGAuz1+fhSjJq0FuUOH9/99w5mj0nj11fNYnR6MqYkPQC73I1M37SRn288yLl52UwbNTjb6fzhMM9WVnJpVhbZRmOX52UaDNw6ciR/qazkptxcbh01ijk2G/6mMEsPbmVWXiqnTcwalBg7mp2SQkZSEh82NLR25Nzj9eIIhVh8gm07nGG19qtOUwghhBDxR1bohIgjq51OoOv6uXBE8Y0XtxKOKB67Zjbjs1NakzmAqSlWUvV6IhlJ3PGPTTh9Xc+BOxZ/raykPhTi1lGjejz3NxMnUrd4CV9LGcH6zdXc8Od1zPrR+9T4FHedOSnmds3BoNc0lqel8UFDAyraeXNN9L/3ibRCB83vN9tgYMEJlsgKIYQQxyNZoRNiADWGQug0DYte3/PJMRQ6HFh1OuZ0UT/3p4+KWVtczyNXzCQ/09rpuE7TWGi3U6LzUba9nm+9tI2nbpw7oEmTJxzmR4cPc1pqKmd2kXg6fU1sL3WwvdTJ1qMONh6qp8HbnFxOzrVx/cJ8soIVnDWt6+2ag2FFejqv1NZywOdjksXCJ04n2QYDE6NbEE8U/5OXx60jR0r9nBBCCHEckIROiAF06a5dmHU63pwxo8/XVgWDvFJTw9K0tJgDrneWOfnV+3s5f/oIrpyb1+XrLLLb+aChgd+dP5lH3i7iydXF3H7GhD7H05VHS0upDAZ55eST2yWKSikeeW8v7+2spLjW0/r8+CwrZ07J5bRJmSyZkEWO3QzAqlVDPwS9pY7uw4YGJlksrHG5WGy3D9kqYbzQaxq2JPnfvxBCCHE8kJ/oQgwQpRTrXC58kQgNTU196poYjES4YtcuXOEwD48f3+m4Lxjm7he2kGk18bPLZnSbgCy024kA06Zn8PmjI3nk3SJm5aVx6oTM/rytduqamnjkyBEuzszsNLftydXFPL7qIEsnZXH53Dxm5aUxIy+V1OT46R45KTmZPJOJDx0OLsvOZr/Px5e7qVcUQgghhIh3st9GiAFSHgziDocJKcU7fZwF9z8HDvCx08lfJk9mVoztlg+9s5viGg+/umoWaZaum5AALLDZAFjvdvPzy2dSkGXlnhe24AuG+xRTLD89fJjGcJifdkg61xbX8ci7RXx+5kie/dIC7lw+kdMmZcVVMgegaRpnpafz34YGPjlB6+eEEEIIcXyRhE6IAbLb89k2w9dqa3t93Z/Ly3m8vJxvjxnDNTFGAKzcW81za4/wlaXjWNKLjpBZRiMTk5NZ63KRYkrikctnUu0O8M/1R3odUyyH/X5+X1bGF0aMYJr1s/q9apefr/1zCwVZVn5++cy43764Ii2N+lCIP5aXY9Q05vYw708IIYQQIp5JQifEANnj9QJwSVYW/1dXhz/c84rYp04nd+7fzznp6Z1WvQAiEcXP/6+I8VlWvnXu5F7HstBmY63LhVKKeQUZnDo+kycLD+Jv6v8q3QMlJWjAjwoKWp8LhSN87fkteAIhnrhhLimm+N/FfWa0ju6Dhgbm2myY+9nARgghhBAiHkhCJ8QA2eP1kpaUxG0jR+KJRPiwzQDrWMoDAS7ftYs8k4nnp02LOUj8/d2VFFW6uWvFxHbjCXqy0G6nIhikNBAA4O4Vk6h2B3hx49G+vamonY2NPFtVxV15eYwxm1uf/8X7e1lfUs/PLpvBSbm2fr32UBtlMjHVYgE44ebPCSGEEOL4IwmdEANkj8fDVIuFM9PTsev13W67bGppghIK8dr06WTEaKASiSge+/AA47KsXDiz53lvbS2MJirrXC4AFo3PYH5BOo+vOkgg1PdVuu+WlGDX67l/7NjW597fVcmThcVcv3Asl5wyus+vOZzOiq7SSf2cEEIIIRKdJHRCDJA9Xi9TLRaMOh2fy8zkjdpawtEB1h39rbKST10unpo8mRld1HD9Z08VeypcfG35RJL0fftWnZ2SgknTWOd2A83NQO5eMYkKp59XNpX16bU+cjh4s66O+8aObU08txxp4JsvbWNmXio/uHBan14vHlyXk8N0q7XLAe5CCCGEEIki/gtexAkvFIlQ6HQSiETaPa/XNJampvZ7iPdAqmtqorqpqXUr3yVZWbxQXc1al6vTKlAgEuEnhw+z0Gbj2pycmK+nlOK3H+6nINPCxbP7tjoHYNTpOCVaR9fitIlZzB6Txh9WHuDKeXkYepEkHvb7uXb3bvJMJu7Jy0MpxbOfHubBt3eTazfzh+vm9GkraLxYlJrKjvnzhzsMIYQQQohjJgmdiHvPV1dzU1FRzGP3jRnDwxMGbmh2f+2JdricGu3+eH5GBgZN47Xa2k4J3dMVFRwJBPjT5MlddoT8YE81u8pd/OKKmX1enWux0GbjqYoKmiIRDDpddJVuIl/660Ze3VzGVfPHdHt9VTDI2du24YlEKJw9GxVS3PPvrbyxrZwVU3L49VWzSbXE11gCIYQQQogTjWy5FHFvjcuFXa9n7Zw5rGvzOCs9nWerqgh1WLkbDi0dLqdFV+jsSUmsSE/n1ZoaVJttl75wmAcPH+a01FTOjtZxdaSU4rEP9zE2w8Klx1CbtshuxxeJsLPNOIXlk3OYPtrOH1YdIBTu+r+bMxTivO3bKQ0EeHvGDCxeuOQPn/DW9nLuPXcyf7ppniRzQgghhBBxQBI6Efc2uFzMs9lYaLezoM3jjlGjqAgG+U9Dw3CHyB6vl2Sdjvw2HSAvycrioN/P7miyB/BEeTkVwSA/KSjocnXuv0XV7CzrX+1cWy2NUdpuu9Q0jbvOnMThOi9vbCuPeZ0vHObCHTvY5fHw2KjxbNhQzcW//5h6T5C/37KQO5dPRKeL71lzQgghhBAnCknoRFzzh8Ns93iYb+vcEv+CzEwyk5L4a2XlMETW3h6vl8kWC7o2SdpFmZnAZ0PGPeEwDx85wplpaSzrdnVuP2Mykrl0zrF1jiwwm8k2GH9TsP0AACAASURBVFo7XbY4e2ouU0bY+P3KA+yvcnO4zkOF00ddY4BaT4AV67fwkcPJuH1hHvrzNh79cB9z8tN56+7TejXYXAghhBBCDB2poRNxbZvHQ5NSLIgxL8yo03F9bi5PlJdT39QUs/X/UNnj8bC4Q63cSJOJRXY7r9XW8r/5+fy+rIzqpiZ+Mm5cl6+zam8N20udPHzZjF41LemOpmkstNtbO1220OmaO15+9R+bOfs3q9sdqzvZSOMYA7l7gyxNzuDsyyeyfEoOOTYzQgghhBAi/khCJ+LahujqUqwVOoCbR4zgt2VlvFBdzVdHD88sNE84zOFAgFui9XNtXZKVxXeKi9nt8fDIkSOcl5HRKfFrfZ1AiJ+/W8TotGQum5M3ILEtstt5q66OhqYm0tskvOdPH8FztyzE4QsSDEUIhCI0NoW4o+kInzen8fItMzAbEq97pRBCCCHEiUa2XIq4tt7tZoTRSJ7JFPP47JQUZlqtw7rtcm+0Rm5qFwkdwGU7d1IfCvHjgoKYrxEKR/jaPzezr8rNg5dOx5g0MN+aC6OJ8IYOq3SapnHapCwumDmKy+bkce2CscyYnkkYuGXCaEnmhBBCCCEShCR0Iq5tcLuZb7N12UBE0zS+OGIEG9xudrXp5jiUdkc/77ToyIK2JlssTLFY2OvzcVFmJvNjbB1VSvH913excm8NP7lkOssnx55N1x/z7XY06FRHF0vL1syFMWIUQgghhBDxSRI6EbecoRB7vd4ut1u2uC43lyRN42/DtEq3x+tFD0xMTo55/LLoKt2Pulide7zwIM+vP8IdyyZw/cL8AY0tNSmJqRZLu06XXVnncpFnMjGqi9VQIYQQQggRfyShE3Frk9uNgpgNUdrKMRr5fEYGfx+mmXR7vF4mJidj1MX+dvpufj4b5sxhdozE9PWtZTzy7l4umjWKe8+ZPCjxLbTbWedyEWkzDy+WdS5X6xZNIYQQQgiRGCShE3Grpe5rXi+SjJtHjKAyGOS9YZhJt8frZWqM7ZYtrHo982IkpWuL67j3pe0sHJfBL66cOWiz3U5PTaUuFGo3YLyjmmCQYr9ftlsKIYQQQiQYSehE3FrvcjHBbCazF+MIPp+ZSbbBMOTNUZoiEQ74fDEbonRnX5WbW5/dyNhMC0/dOA9T0uA1IVkRnXn3QTfJ7vpo8tzTaqgQQgghhIgvktCJuLXB7Y7ZRCQWQ3Qm3Ru1tTgHOa62Dvh8hJTqU0JX5vBx09PrMRv0PHPzfFItgzs/b4zZzOTk5O4TOpcLHTA3JWVQYxFCCCGEEANLEjoRlyoDAY4GAj02RGnr5hEjCCrFfwcxro72REcWxOpwGUu9J8iNT6/DEwzxty8tYExG31b2+mtFejqrHQ6CXdQYrnO5mG61kpIkoymFEEIIIRKJJHQiLrXUzy3oQ0I3KyWFWVYrKwcrqBhaRhZM6cUKnScQ4ot/3UBZg4+nvzCfqSOHbnvjWenpeCKRmOMLlFKsd7ulfk4IIYQQIgFJQifi0ga3Gx1wSh+7Li5JTaWY5iRlKOzxehlrMmHVd18DFwxFuOMfm9lR6uD3181hwbiMIYmvxbK0NHTErqPb7/PREApJQieEEEIIkYAkoRNxaX10C2BPiVJHUy0WPEBFMDg4gXWwx+vtsX4uElHc+/I2Vu+r4WeXzeDsablDEltb6QYD82y2mAldy6qdjCwQQgghhEg8ktCJuKOUam6I0o8Eo2V8QEtt22CKKEVRDyMLnL4m7vznZl7fWs69507m6vljBz2urpyVns46lwtXKNTu+XUuFyl6fbfvQwghhBBCxCdJ6ETcKfH7qQ+Fet3hsq2W1bI93cxcGyhH/H58kUiXK3SbDjfwucc+4j+7q/ju56bw1WUTBj2m7qxITycMrHY42j2/zu1mns2GXhucOXhCCCGEEGLwSEIn4s766BbAvjREaWEJa1iiK2eDrbXDZYeELhJR/GHlAa568lM0DV66/VRuPX0C2jAnTIvtdsw6Xbttl/5wmG2NjbLdUgghhBAiQUmPchF3NrjdmHU6pvdhC2CF08efVpfw/PojaPMN7ByCFbqWhK7tVsVqt59v/GsbHx+o5fMzR/Kzy2ZgNw/unLneMuv1LE1NbZfQbW1spEkpaYgihBBCCJGgJKETcWe9280pKSkYdD0vIB+q9fBE4UFe2VxKRMGKKTn8093A5gb3oMe52+Mh22Ag09CcsCmluOWvG9lf7ebhy2Zw9fwxw74q19FZ6encV1xMZSDACJOJddHxEJLQCSGEEEIkJtlyKeJKKBJhcy8aooQjim+/vI0zf7WKf28p49oFY1n1rWU8ddM8piRpuHURCg/VDmqsHTtcbj7SwI4yJ9/7/DSuWTA27pI5aK6jA/gwWke3zuUiz2RilMk0nGEJIYQQQoh+koROxJU9Xi/eSKTHhO7VLWW8uLGUGxbl8/F9y/nxxdMZk9GcXH0+q3nUwb3v7iQQCg9KnEqpTgnd3z89TIopiUtPGT0on3MgzE5JISMpqXXb5TqXS+rnhBBCCCESWK8SOk3TDmmatkPTtK2apm2McVzTNO23mqYd0DRtu6Zpc9oc+4Kmafujjy8MZPDi+LM+ugVwQTdbAP1NYX71/l5m5aXywwtPJsdmbnd8kr55Zay4KcAfVx4clDg/dbloCIU4OVo/V9sY4J0dlVw+ZzRWU/zuZNZrGmemp/NBQwM1wSDFfr9stxRCCCGESGB9WaFbrpSarZSaF+PY+cCk6ONW4HEATdMygAeAhcAC4AFN09KPLWRxPNvgcpGq1zMxObnLc/7ySQkVTj/3f24qOl3nbY0jAaOmUTDOxh9XHWBv5cDW05UHAlyxaxfjzGauz20eEv7ixqMEwxFuWJQ/oJ9rMJyVnk5pIMBzVVVA98mzEEIIIYSIbwO1lHAx8KxSSgFrNU1L0zRtJLAM+I9Sqh5A07T/AOcBzw/Q5z0hhCIRfl9WhjvcefvgZdnZratEx4OdHg+zUlLQdVF/VtcY4PGVBzlrag6LxmfGPEcPnGSxkGU3EjF7+PYr2/n3HYvRx0j++sofDnPZzp24QiHemzOHDIOBcETxz3VHWDQ+g0m58b99cUVaGgC/PHoUHTA3JWV4AxJCCCGEEP2mNedgPZykaSVAA6CAJ5VST3U4/hbwsFLq4+jfPwTuozmhMyulHow+/33Ap5T6ZYzPcSvNq3vk5ubOfeGFF47hbQ2OxsZGUobhl9+Pge93cWwO8KshjGUwKeAS4AzgG12c8489AT44HOLB05IZnRJ7gbmxsZFfpqSwH7irPMQT2wNcO8XIuQXHNj5AAT8H3gN+BJwefX5rdYhHNwf46mwTC0bE73bLFgq4FqgCxgNPD1Mcw/X9JPpO7lVikPuUOOReJQa5T4njeL1Xy5cv39TF7sh2evvb5xKlVLmmaTnAfzRNK1JKrW5zPNbSh+rm+c5PNieJTwHMmzdPLVu2rJehDZ1Vq1YxHHE9V1SEvaaGqsWL27Xy/35JCY8cOcKMJUtaW+cnsppgENeaNZw5YQLLxozpdPxQrYeV7xdyzYKxXH/BjC5fZ9WqVZyRn89Hhw9zz9XL2R/czKsHa/nmFaeTldL/bo6PlZby3oEDPJCfzw/GjWt9/m/PrCfb5uLrV56JQZ8YfYYuKCri6cpKVowcybLJk4clhuH6fhJ9J/cqMch9ShxyrxKD3KfEcaLfq1799qmUKo9+rAZepbkerq1SoO1v4HlAeTfPi16KKMVbdXWcl5GBWa9Hr2mtjyuyswkDr9cObnv+oVIUHdQ9pU3nyLZ+8d5ejEk6vn7WpB5fa4rFQgQ44PPx7fOm4G+K8Oa2/n/pfdjQwDcPHOCSrCx+UFDQ+vyROi+r9tVw7YKxCZPMQXMdHcj8OSGEEEKIRNfjb6Caplk1TbO1/Bk4B9jZ4bQ3gJui3S4XAU6lVAXNu9PO0TQtPdoM5Zzoc6KXNrndVDU1cWFm53qxU1JSKDCbebmmZhgiG3jdJXSbjzTw9o4KvrJ0PDl2c6fjHbWME9jj9TJ5hI1pI+28tqWsX3EV+3xctWsXUywWnp0ypV193z/WH0anaVy7oPOKYjy7KCuL+8aM4fKsrOEORQghhBBCHIPeLCnkAh9rmrYNWA+8rZR6V9O02zVNuz16zjtAMXAA+BPwVYBoM5SfABuijx+3NEgRvfNmXR064PwYCZ0WXaX7oKEBR1PT0Ac3wIq8Xsw6HWPN7RM2pRQ/e2cPWSkmbj19fK9ea7LFgkZzQgdw2ZzRbCt1crCmsU8xeaNNUCLA6zNmYEv6bJeyvynMixuOcvbUXEamdt2VMx5Z9HoenjCBtONgq64QQgghxImsx4ROKVWslJoVfZyslHoo+vwTSqknon9WSqk7lVITlFIzlFIb21z/F6XUxOjjmcF7K8ent+rqWJya2mWN3OVZWTRFt2UmuiKvl8nJyZ06XK7aV8OGQw18/exJvZ7xlqzXU2A2s8fjAeCiWaPQafDq5t6v0imluH3fPrZ7PPxz6lQmdBil8M6OChq8TQkxqkAIIYQQQhyfEqfo5wRU6vezpbEx5nbLFgvsdkYbjcfFtssirzfmdst/rjtCVoqJq+b1bVvjVIuldYUux25mycQsXttaRiTSc2dXgMfLy/l7VRU/LCiIuUL697WHGZ9lZfGEru+PEEIIIYQQg0kSujj2dn3z7tQLuknodJrGZdnZvNfQQGMoNFShDTh/OEyJ398poat2+/lvUTWXzxnd56YjUy0W9nq9hKOjOS6bM5rSBh8bDzf0eO2nTif/c+AAF2Rm8r389itw/qYw9728nS1HHNx0an7M4eZCCCGEEEIMBUno4tibtbWMN5tbG3x05fLsbPyRCO/UD395YkQp/DEGoPdkv8+HonNDlFc3lxGOKK7s4+ocwFSrlYBSHPL7ATj35BFYjHpe3VLa7XWVgQBX7NrFWJOJv3doglLm8HHVk5/yr41HuXP5BG48taDPcQkhhBBCCDFQJKGLU95wmA8dDi7IzETTul8BOi01lRyDgVfiYNvl3fv3M2PjRjx9TOpidbhUSvHixqPMzU9nYk7fh0W2drqM1tFZjEmce/II3tpegb8pdnxNkQhX795NQyjEv6dPb9c0ZM2BWi783ccU13h46sa53HvuFPSyOieEEEIIIYaRJHRx6sOGBvyRSLf1cy30msalWVm8XVeHrx+rYwPp7fp6Dvh8PFBS0qfr9ni9aMBJbRK6zUcaOFjj4ep+rM7BZ8lhS7IIcOkpo3H7Q6wsqo55zY8PH2a108mfJk9mZkpzEqmU4qnVB7nh6XVkWo28/rUlnHPyiH7FJIQQQgghxECShC5OvVlXh02v5/S0tF6df3l2Np5IhPeGcdvlEb+fQ34/I4xGflNayma3u9fXFnm95JvNWPT61ude3FCKxajnczNH9iueDIOBHIOhtTEKwJKJWWTbTPy7i5l0r9fWcnZ6Otfn5gKwv8rN9X9ex0/fKeK86SN49c4lTMju+2qhEEIIIYQQg0ESujikomMIzs3IwKjr3S1alpZGelISr9TWDnJ0XVvtcADw/NSp5BiNfGXvXkKRSK+u7djh0hMI8db2ci6YOZKUXo4qiKVtp0sAvU7j4lmjWLW3mgZPsN25SimKfT5Otlpx+5t48K3dnP/YR+wqd/HgJdP5w3VzjikWIYQQQgghBpokdHFoc2MjFcFgr7ZbtjDodFySlcWbtbUEeplEDbRCp5O0pCSWpqXxu4kT2dzYyG/Lep77FlGKvR0Surd3VOAJhvs8qqCjqVYre7xelPpsVMGlc0bTFFa8taOi3bk1TU14IhEaawOs+FUhT39SwhVz81j5rWXcsCi/x1pGIYQQQgghhpokdHHorbo6NOD8jIw+XXd5djbOcJgPG3puyz8YCh0OTktNRa9pXJ6dzYWZmXy/pIRDPl+315UGAngjkXYJ3UsbjzI+28rc/PRjimmqxYIjFKIq+Nlq3LSRdibn2nh1c3O3S6UUO0qdPFi4F4A3Pj7KiFQzr351CQ9fPpMMq/GYYhBCCCGEEGKwyP6xOPRmbS2n2u1kG7tOJJrCEe57eTu7yl2YjXqSDTpMRj3GsfDTHcWcf0bGkK4oVQQC7Pf5uHVkc72bpmn8YdIkpm3YwB379/POjBldxtOxw2VxTSMbDjXwnfOnHPN7aO106fUywmRqje2SU0bz83eLuPelbXy0v5ZKlx/vKD3MNHPf0oncM3+CdLAUQgghhBBxT1bo4kx5IMCmxsZuh4kDPPT2Hv69pYyRaWZSkw1EIlDvDpJar/g02MjrW3ve6jiQVjudAJzRponLGLOZh8aN4936ev5VHburJHRO6F7cWIpep3HZnNHHHFfbhK6tS04ZhTFJx1vbK5g1JpVfXDGTW86bBMBX542TZE4IIYQQQiQEWaGLM2/X1QF0Wz/36pZS/rrmEF9aMo4fXDit3bEnysq4Y/9+vvP+bhZPyCLHbh7UeFusdjhI0es5JaV9B8g7R4/muaoq7jlwgPMzM0lN6vwlV+T1kpaURI7BQCgc4ZXNpSyfnEOO7dhjH20ykaLXd0roRqYms/re5aRZDJgNzZ01396zh9FGI+Y2nTaFEEIIIYSIZ7JCF2f+09BAnsnEyVZrzOM7y5x855UdLBqfwf2fm9Lp+AK7HQBXMtz/7x3tmoEMpkKHgyV2O0kdunLqNY3fTpxIdVMTL3WxStfS4VLTNAr31VDjDnDVvLwBiUvTNKZYLK3DxdsakWpuTeYAiv1+JiQnD8jnFUIIIYQQYihIQhdHlFKscjhYnpYWs3as3hPktr9vIsNq5PfXzcGg73z7plutmDSNGbMy+bComlc2D/7Wy9pgkF1eb5cz8xba7UxOTua5qqqYx1sSOqUUT39cQlaKieVTcgYsvqkWS7vh4l0p9vkYLwmdEEIIIYRIIJLQxZE9Xi81TU0si5EYhcIR7n5+CzWNAZ64YS5ZKaaYr2HU6ZiVkkLQrmNBQQY/enMXFc7uu0weq49i1M+1pWkaN+TmUuh0csTvb3fMGQpREQwyxWLhnR2VrDlYx11nToyZrPbXVIuFsmAQVyjU5Tn+cJiyYJDx5qHZoiqEEEIIIcRAkIRugHnCYda7XP26dmV0MPfyGInRL97fy8cHannw4unMGhM7cWox32ZjU2MjP79iBqGw4r5XBnfrZaHDgVmnY77N1uU51+XmAvB8h22XLStn4wwmfvLWbqaNtHP9wrEDGt/06PbVXTG2XbYoiSaasuVSCCGEEEIkEknoBthDhw+zcPNmvnngAOE+JlGrHA7GmkwUdFglWnOglicLi7lh0Viumt/zoO15NhvucJhAssb9n5vC6n01/GvD0T7F0heFTien2u0YdV1/OY1PTmax3d5p22VLQrduWzWVLj8/ueRkkgZwdQ5gRjSh295NQlccTehkhU4IIYQQQiQSSegG2IcNDVh1On5dWspFO3Z0u82vrZb6uWUd6uciEcWDb+9hdFoy3/v8tG5e4TPzo41RNrjd3LAwn8UTMvnJW7updPp7uLLvHE1NbGts7HK7ZVvX5+ay0+Nhe2Nj63NFXi8GNF776ChXzs1jbn7fhqn3Rr7ZjE2vb/d5OyqODj+XGjohhBBCCJFIJKEbQO5QiE1uN/+Tl8fjkybxXn09izdvbk0WurPL46G2qanTdstXt5Sxu8LFt8+b3K4jY3emWCxYdTo2ut3odBo/u2wG3qYw/1x3uF/vqzsfO50o4PTU1B7PvSo7myRNa7dKV+TxkBwAq0HPfed37to5EDRNY6bVyo5uVugO+nxYdTqyDYZBiUEIIYQQQojBIAndAPrU5SJMc3OQ20eP5r1ZsygLBlm4eTMfRevjurIqerxtQxRfMMwv3tvLrLxULpw5qtdx6DWNOTYbG9xuAPIzrSw7KZt/bTxKKBzp+xvrxmqnE6OmsSi6KhiLUopKp59Mg4HzMjL4Z1UVkeh21I0Nbpoamrj33MldNnoZCDNSUtje2NhlLWHLyIJY3UWFEEIIIYSIV5LQDaBCh4MkTWNxdLVqRXo66+bMIT0piRXbtvFptBtkLKscDvJNJgrabPl7+uNiKl1+vvu5qeh0fUs05tlsbGlsJBRpTuCuXTCWKleAlXtr+vHOulbocLDAbie5i2HclU4/Nz+zgUU/+5AzfrGKtKoIZcEghQ4HDb4gZaEAo3QGrluYP6BxdTTTasUZDnM0EIh5XEYWCCGEEEKIRCQJ3QAqdDiYm5KCtU1yc5LFwto5c7Dr9TxyNHZjkkjL/Ln09NbnatwBHl91kHOm5bJwfGafY5lvs+GPRNgVbTpy5pQccmymAd122bLFNNZ2S6UUr28t45zfFLKupI7bz5jAmIxkVq8sRQspbl61nVte2YzSadx0ch76PiasfTUzJQUg5rZLpRTFfr80RBFCCCGEEAknabgDOF54w2HWu918PS+v07EMg4FbR43i50eOUOLzMa7DStAuj4e6UKjddstHP9hHIBThO/2sK5sXHSGwweViVkoKSXodV88fw+9XHqDM4WN02rGvRrXdYtpWgyfI917fydvbKzhlbBq/unIW47ObE6pKp5/Ltmxng92L97AD8sycNyb7mGPpScvogu2NjXw+s32CXBkM4otEZIVOCCGEEEIkHFmhGyBrXS6alOqy2+Mdo0ahAX8sL+90rGP93P4qN8+vP8INi/JbE6G+mpicTKpez8ZoHR3AVfOaRx4M1AiDQocDPbC4Tf3cuuI6znl0Ne/vquTecyfz0m2ntnsPI1LN/GjmREJ6GHVqc2I12WIZkHi6k5qURL7JFHN0QcvIggmyQieEEEIIIRKMJHQDpNDhQAec1kW3xzFmM5dlZ/Pnigo84XC7YysdDsaZzeRHE4qf/V8RVmMSd6+Y1O94NE1jXpvGKABjMiycPimbFzcMTHOUQoeDuTYbKUnNC72NgRB3v7CFFFMSr995GncunxhzptyZ6emMMBrZ7vMw0mgkNWloFopnRhujdCQjC4QQQgghRKKShG6ArHY6OSUlBXs3yck9eXk4QqF2bfsjSlEYnT8H8NH+Gv5bVM2dZ04kw2o8ppjm2+3s8Hjwt0kgr10wlkqXn1XH2BzFFQqx3u1uv030P/uodgf4zdWzmTaq666Xek3j2pwcoHnEwlCZabWy1+slEGmfzBb7/WjQmlALIYQQQgiRKCShGwCBSIS1LlePw7UX2+3MSUnht6Wlre3zd3o81Efr5w7Verjnha2My7Jy8+KCY45rns1Gk1LtthmumJpDts3E8+uPHNNrv19fT5NSrfVoeyvdPLPmENfMH8PsMT0PGb8hNxeAqUOY0M1ISSEM7Omw7fKgz8cYkwmTTr4dhBBCCCFEYpHfYAfAepcLfyTC6T0kdJqmcXdeHru9Xv4brZtbGf04y2DhC8+sB+AvN8/v9RDx7syPNkZpW0dn0Ou4al4eK/dWU+7oeeB5V96sqyM9KYnFdjtKKb7/+k5s5iS+fW7vmrickpLCDwsKuGXkyH7H0FczWxqjdEjoZGSBEEIIIYRIVJLQDYBChwMNWNpF/VxbV2dnk20w8NvSUqC5Ico4k5kHXthBpdPPn78wj3FZ1gGJa4zJRLbB0K6ODuCa+WOJKHhxY/+ao4SV4p36ej6XkUGSTsdrW8tYX1LPfedNIb2X20Q1TeOBggLmRJPOoTApORmTpnUaXSAjC4QQQgghRKKShG4AFDqdzLBayTAYejzXrNdz26hRvFlXxwGvl0KHA0NdiG2lDh675hTmjE3v8TV6S9M05tts7VbooLk5ytJJWfxrw1HCEdXn113rclHb1MSFWVk4fU089HYRs8akcXW0i2a8StLpmGa1tmuM4g2HqQgGZYVOCCGEEEIkJEnojlFTJMIap7PH+rm2bh81Cr2mcfu+fTSEQtQdbOSBC6Zx3vQRAx7fPJuN3R5Pp86a1y0YS4XTz1vbO49R6MmbtbUkaRrnZWTwm//so84T4MGLp6Mb5OHgA2Gm1dpuy2WJjCwQQgghhBAJTAaLH6NNbjfeSKTbhO6TA7V899UdRJQiw2Ik3WpkwsgkPlTN9XNfnDiam5eMG5T45ttsRIAtbjentYnxrGm5jMlI5p4XtvJEYTFXzs3jklNG96qz5ht1dZyemkpptYdnPz3E9QvHMiOv5+2m8WBmSgp/q6qiJhgk22iUkQVCCCGEECKhyQrdMSp0OgE4vYv6ude2lHHzM+tJ0mnMy88g1WKkrjGI8UAAgLSwjp+fP33Q4psXrVHrWEdn0Ot462tL+cnFJ2PQa/z4rd0s/OkH3P73TazeV9PahbOjgz4fe7xellrs3PfKdtIsRu49p3eNUOJBS2OUljq6lqHiUkMnhBBCCCESkazQHaNCh4OpFgvZxvYrW0opHi88yCPv7mXR+AyevHEeqcmGdscv2bmTuTbboG5VHGEykWcydaqjA0i1GLjx1AJuPLWAokoXL28s5dUtZby7q5JTx2dy/+emMDOv/crjazXN8+v+/vJ+jD7Fb66eTaql59rBeDEjJQWA7Y2NnJmezkGfD5teT2Yv6h+FEEIIIYSIN5LQHYNQJMLHTifXR2eqtQhHFD98Yxd/X3uYC2eN4pdXzsSU1H4MgaZpvD5jxpDEOc9m67RC19GUEXa+d8E0vn3eFF7YcITHPtjPRb//hAtnjeLecyYzNtPCuuI6HtpZjEEX4cy8TB64cBp56UM3R24g5BqN5BgMn63Q+XxMSE5G0+K//k8IIYQQQoiOJKE7BlsbG3GHw5zRZrulLxjm7he28J/dVdx2xnjuO3fKsDcLmW+z8VptLY6mJtJ6WIkyJum46dQCLj1lNE+tLubPH5Xw7s4K5hdk8PHhOhxnWrgqJZs/XTA0yehgmJmS0toYpdjvH9Lh5kIIIYQQQgwkqaE7Bi31c20bovzwjV18sKeKH110MvefP3XYkzn4bMD4pjbt+ntilkgP7AAADaRJREFUMxv45jmTWXXvMq6Ym8eeChennT4KpdO4a/LYwQp1SMywWtnp8dAUichQcSGEEEIIkdAkoTsGqxwOJiUnM9JkAmDDoXr+tfEoty4dzxcWFwxvcG3MjSZ0seroOvrE6eThw4cJRSIA5NrN/OyymWz5wTno8kxkGQwsstsHNd7BNtNqxR+J8JHTSUApGVkghBBCCCESliR0/bTP6+X/6uq4KDMTgKZwhP99dQej05K556xJwxxdexkGAxPMZja4XD2e+9Dhw9xfUsLVu3cTiCZ10Fwv+E59PZ/LyECf4PVmM6ONUV6vrQVkZIEQQgghhEhcvU7oNE3Ta5q2RdO0t2Ic+42maVujj32apjnaHAu3OfbGQAU+3L5fUoJZp+PbY5u3Hz79cQn7qhr50UUnYzHGX2niPJutxxU6pRRrXS7Gm838u7aWC3fsaB1I/onLRUMoxIXRBDaRTbVY0AGvtSR0skInhBBCCCESVF8yj3uAPUCn/XZKqa+3/FnTtLuAU9oc9imlZvc7wji02e3mxZoavpefT47RyNF6L49+sI9zpuVy1rTcnl9gGMy32/lXTU3rQO1Y9vt8NIRCPDJ+PAadji8VFXH2tm28PWMGb9bWYtA0zsnIGOLIB16yXs9JFgtFXi86YKwkdEIIIYQQIkH1aoVO07Q84PPAn3tx+rXA88cSVLz735ISMpKS+NaYMSjVPKJAp2k8cNHJwx1al+b1oo5uXXRL5kK7nS+MGMFLJ5/MJrebZVu38u/aWpalpWFPir/Vx/5oGTA+1mzGqJOdx0IIIYQQIjFpSqmeT9K0l4GfATbgW0qpC7o4Lx9YC+QppcLR50LAViAEPKyUeq2La28FbgXIzc2d+8ILL/T93QyyxsZGDqak8D/AbcA1wKaqEL/bEuDqyUbOHxe/w6m9wAXAF6KPWB4F3gfeBFqm5m0Cvgf4gbuAywY3zAHR2NhISrROrivPAU/TvJT866EISnTSm/sk4oPcq8Qg9ylxyL1KDHKfEsfxeq+WL1++SSk1r6fzelxu0TTtAqBaKbVJ07RlPZx+DfBySzIXNVYpVa5p2njgv5qm7VBKHex4oVLqKeApgHnz5qlly3r6VENv5apVvGi3M8rv5zcLFxIJKe7/dSFTRth48KbTMOjje6Vnyvr11CUns6yLgebf3LiRU5OSWDH7sx2yy4DFTie/OnqU7590UpfbNePJqlWr6Onrx1Vby9M7dzJ35EiWTZ48NIGJdnpzn0R8kHuVGOQ+JQ65V4lB7lPiONHvVW8ykCXARZqmHQJeAM7UNO25Ls69hg7bLZVS5dGPxcAq2tfXJZS1wBqXix8UFKBFmmfOVTj9PHTpjLhP5qB5Ht0Gt5tYq7LecJhtjY0xRxKcmprKy9OnJ0Qy11uzov+KIyMLhBBCCCFEIusxC1FK3a+UylNKFdCcsP1XKXVDx/M0TZsMpAOftnkuXdM0U/TPWTQnh7sHKPYhFVGKPwMTk5MZUQMrflXIS5tKufX08czNTx/u8Hplns1GZTBIeTDY6dhmt5swJPyMud7KN5v517RpfGXUqOEORQghhBBCiH7rd4cLTdN+DGxUSrWMIrgWeEG1X/6ZCjypaVqE5uTxYaVUQiZ0L1RXUwwsOBDknh1bmDrSzi+unMniCVnDHVqvzY82RtngcjE6O7vdsbVtGqKcKK7KyRnuEIQQQgghhDgmfUrolFKraN42iVLqBx2O/TDG+WuA2AVbCaTc5eOrO/Zi8IYJlTTx8GUzuHLeGPS6xBqwPSslhSRNY6PbzSUxErpxZjM5x9G2SiGEEEIIIY53x0cP+kG2z+vDEwlzjivCC99ahs0cv90su5Os1zPdamVDjNEFa10uTk9LG4aohBBCCCGEEP0V/5084sCyERmUL13Mt/IMCZvMtZhns7GxQ2OUUr+fsmDwhKmfE0IIIYQQ4nghCV0vZSebSKwNlrHNt9moD4Uo8ftbn1sXXbGThE4IIYQQQojEIgndCWZetDHKxjbbLte6XBg1rbWVvxBCCCGEECIxSEJ3gplutWLStHZ1dGtdLubYbJh08uUghBBCCCFEIpHf4E8wRp2OWSkprSt0TZEIG91u2W4phBBCCCFEApKE7gQ032Zjk9tNRCl2eDz4IxFJ6IQQQgghhEhAktCdgObZbLjDYfZ5va0DxSWhE0IIIYQQIvFIQncCmh9N3ja43ax1ucg1GBhrMg1zVEIIIYQQQoi+koTuBDTFYsGq07ExmtAtstvRtONhKIMQQgghhBAnFknoTkB6TWOOzcb7DQ3s9/lku6UQQgghhBAJShK6E9Q8m40irxeQ+jkhhBBCCCESlSR0J6j50QHjOj4bNi6EEEIIIYRILJLQnaBaErrpVispSUnDHI0QQgghhBCiPyShO0FNSE5mhNHIsrS04Q5FCCGEEEII0U+yNHOC0jSNTXPnkiqrc0IIIYQQQiQs+W3+BDZKZs8JIYQQQgiR0GTLpRBCCCGEEEIkKEnohBBCCCGEECJBSUInhBBCCCGEEAlKEjohhBBCCCGESFCS0AkhhBD/3979huxV13Ecf3/YmjUjli37s602Y1QmlUNi/SHEimaNrQdFC6NhRQRBFkm5BkUPehBFVlRCOJuBaLGsRmAkJtSTrdThn1rWUNPZcrPSIkEbfXtwfnNX96672yB3zvF6v2DsOr9zNr7w4Xvd53td55xbkqSRcqCTJEmSpJFyoJMkSZKkkXKgkyRJkqSRcqCTJEmSpJFyoJMkSZKkkXKgkyRJkqSRcqCTJEmSpJFyoJMkSZKkkXKgkyRJkqSRcqCTJEmSpJFKVfVdwwmSHAH+0HcdUywHHuy7CC3InMbBnMbDrMbBnMbDrMbBnMbjqZrVi6vquQsdNMiBbqiS3FRV5/Rdh/47cxoHcxoPsxoHcxoPsxoHcxqPWc/KSy4lSZIkaaQc6CRJkiRppBzo/jff6rsAPSHmNA7mNB5mNQ7mNB5mNQ7mNB4znZX30EmSJEnSSPkNnSRJkiSNlAOdJEmSJI2UA90TkGRDkjuTHEhySd/1qJNkVZIbk+xP8uskF7X105Jcn+T37e9n912rOkkWJdmX5Mdte02SvS2r7yZZ0neNsy7JsiS7kvy29dZr7alhSvLx9t53R5KrkzzdnupfkiuSHE5yx8Ta1B5K52vt/OK2JOv6q3z2zJPVF9v7321JfpBk2cS+bS2rO5O8tZ+qZ8+0nCb2XZykkixv2zPZUw50C0iyCPgGcD5wJvCeJGf2W5Wao8AnqurlwHrgIy2bS4AbqmotcEPb1jBcBOyf2P4CcGnL6q/AB3qpSpO+Cvykql4GvIouL3tqYJKsAD4KnFNVZwGLgC3YU0OwE9gwZ22+HjofWNv+fAi47CTVqM5OTszqeuCsqnol8DtgG0A7v9gCvKL9m2+2c0Q9+XZyYk4kWQW8Bbh3Ynkme8qBbmGvAQ5U1V1V9RhwDbC555oEVNWhqrqlvf473YnnCrp8rmyHXQm8o58KNSnJSuDtwOVtO8B5wK52iFn1LMmzgDcCOwCq6rGqegh7aqgWA89IshhYChzCnupdVf0c+Muc5fl6aDPwnersAZYlecHJqVTTsqqqn1bV0ba5B1jZXm8GrqmqR6vqbuAA3TminmTz9BTApcAngcknPM5kTznQLWwFcN/E9sG2pgFJsho4G9gLPK+qDkE39AGn91eZJnyF7o33X237OcBDEz847a3+nQEcAb7dLo29PMmp2FODU1X3A1+i+2T6EPAwcDP21FDN10OeYwzb+4Hr2muzGpAkm4D7q+rWObtmMicHuoVlypq/62FAkjwT+D7wsar6W9/16ERJNgKHq+rmyeUph9pb/VoMrAMuq6qzgX/g5ZWD1O7B2gysAV4InEp3qdFc9tSw+T44UEm2093acdWxpSmHmVUPkiwFtgOfmbZ7ytpTPicHuoUdBFZNbK8E/thTLZojydPohrmrquratvzAsa/X29+H+6pPj3s9sCnJPXSXLZ9H943dsna5GNhbQ3AQOFhVe9v2LroBz54anjcDd1fVkar6J3At8DrsqaGar4c8xxigJFuBjcAFdfwXNpvVcLyE7sOsW9t5xUrgliTPZ0ZzcqBb2K+Ate3JYUvobojd3XNN4vF7sHYA+6vqyxO7dgNb2+utwI9Odm36T1W1rapWVtVquh76WVVdANwIvLMdZlY9q6o/AfcleWlbehPwG+ypIboXWJ9kaXsvPJaVPTVM8/XQbuB97cl864GHj12aqX4k2QB8CthUVY9M7NoNbElySpI1dA/d+GUfNc66qrq9qk6vqtXtvOIgsK79DJvJnsrxDx40nyRvo/s2YRFwRVV9vueSBCR5A/AL4HaO35f1abr76L4HvIjupOddVTXtZlr1IMm5wMVVtTHJGXTf2J0G7APeW1WP9lnfrEvyaroH1ywB7gIupPvwz54amCSfA95Nd1nYPuCDdPeK2FM9SnI1cC6wHHgA+CzwQ6b0UBvGv073BL9HgAur6qY+6p5F82S1DTgF+HM7bE9Vfbgdv53uvrqjdLd5XDf3/9T/37ScqmrHxP576J74++Cs9pQDnSRJkiSNlJdcSpIkSdJIOdBJkiRJ0kg50EmSJEnSSDnQSZIkSdJIOdBJkiRJ0kg50EmSJEnSSDnQSZIkSdJI/RvEzVxj7Vi8hQAAAABJRU5ErkJggg==\n"}, "metadata": {}}, {"output_type": "display_data", "data": {"text/plain": "<matplotlib.figure.Figure at 0x7f97b93033c8>", "image/png": 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\n"}, "metadata": {}}]}, {"metadata": {}, "cell_type": "markdown", "source": "## 2.3\u53cc\u6307\u6570\u52a0\u6743\u79fb\u52a8\u5e73\u6ed1\n\u5f53\u65f6\u95f4\u5e8f\u5217\u4e2d\u5b58\u5728\u8d8b\u52bf\u65f6\uff0c\u53ef\u4ee5\u53cc\u6307\u6570\u5e73\u6ed1\u3002\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u5b83\u662f\u6307\u6570\u5e73\u6ed1\u7684\u4e24\u6b21\u9012\u5f52\u4f7f\u7528\uff0c\u5b83\u7684\u6570\u5b66\u516c\u5f0f\u53ef\u4ee5\u5728\u4e0b\u9762double_exponential_smoothing\u51fd\u6570\u91cc\u770b\u5230\u3002\u51fd\u6570\u91cc\u8fd9\u91cc\uff0cbeta \u662f\u8d8b\u52bf\u5e73\u6ed1\u56e0\u5b50\uff0c\u5b83\u7684\u503c\u4ecb\u4e8e 0 \u548c 1 \u4e4b\u95f4\uff0c\u6211\u5c06\u5176\u8bbe\u4e3a0.8\uff0c\u8bfb\u8005\u4e5f\u53ef\u4ee5\u8bbe\u7f6e\u4e3a\u5176\u4ed6\u503c\u5bf9\u6bd4\u4e00\u4e0b\u6548\u679c\u3002\n\n\u6211\u4eec\u5bf9\u539f\u6570\u636e\u4f5c\u6307\u6570\u52a0\u6743\u79fb\u52a8\u5e73\u6ed1\uff0c\u7ed8\u5236\u51fa\u5e73\u6ed1\u540e\u7684\u66f2\u7ebf\u3002\u5e76\u5c06\u539f\u6570\u636e\u4e0e\u5e73\u6ed1\u540e\u7684\u7ed3\u679c\u4f5c\u5dee\uff0c\u7136\u540e\u7ed8\u5236\u4f5c\u5dee\u540e\u7684\u66f2\u7ebf\u4e0e\u5b83\u7684\u5747\u503c\u548c\u6807\u51c6\u5dee\u66f2\u7ebf,DFtest\u53ef\u4ee5\u5f97\u5230\u7ed3\u8bba\uff1a\u6570\u636e\u572899%\u7684\u7f6e\u4fe1\u5ea6\u4e0a\u662f\u7a33\u5b9a\u7684\u3002\n"}, {"metadata": {"trusted": false}, "cell_type": "code", "source": "def double_exponential_smoothing(series, alpha, beta):    \n\n    result = [series[0]]    \n    for n in range(1, len(series)+1):    \n        if n == 1:    \n            level, trend = series[0], series[1] - series[0]    \n        if n >= len(series): # forecasting    \n            value = result[-1]    \n        else:    \n            value = series[n]    \n            last_level, level = level, alpha * value + (1 - alpha) * (level + trend)    \n            trend = beta * (level - last_level) + (1 - beta) * trend    \n            result.append(level + trend)    \n    return result    \n\n\ndef plot_double_exponential_smoothing(series, alphas, betas):    \n    plt.figure(figsize=(17, 8))    \n    plt.plot(series.values, \"b\", label = \"Actual\")\n    for alpha in alphas:    \n        for beta in betas:    \n            plt.plot(double_exponential_smoothing(series, alpha, beta), label=\"Alpha {}, beta {}\".format(alpha, beta))    \n            plt.legend(loc=\"best\")    \n            plt.axis('tight')    \n            plt.title(\"Double Exponential Smoothing\")    \n            plt.grid(True)    \n\ndef plot_double_exponential_diff_smoothing(series, alphas, betas):    \n        series_np=np.array(series)\n        for alpha in alphas:\n            for beta in betas: \n                ts_log_ewma_diff=series_np-double_exponential_smoothing(series, alpha, beta)\n                print(\"          \")\n                print(\"alpha is {},beta is{}:\".format(alpha,beta))\n                test_stationarity(ts_log_ewma_diff,12) \n\nplot_double_exponential_smoothing(ts_log, alphas=[0.3], betas=[0.8])    \nplot_double_exponential_diff_smoothing(ts_log, alphas=[0.3], betas=[0.8])    ", "execution_count": 18, "outputs": [{"output_type": "stream", "text": "          \nalpha is 0.3,beta is0.8:\nResults of Dickey-Fuller Test:\nTest Statistic                  -3.538801\np-value                          0.007045\n#Lags Used                      14.000000\nNumber of Observations Used    129.000000\nCritical value (1%)             -3.482088\nCritical value (5%)             -2.884219\nCritical value (10%)            -2.578864\ndtype: float64\n", "name": "stdout"}, {"output_type": "stream", "text": "/home/ma-user/anaconda3/envs/PySpark-2.3.2/lib/python3.6/site-packages/ipykernel/__main__.py:4: FutureWarning: pd.rolling_mean is deprecated for ndarrays and will be removed in a future version\n/home/ma-user/anaconda3/envs/PySpark-2.3.2/lib/python3.6/site-packages/ipykernel/__main__.py:5: FutureWarning: pd.rolling_std is deprecated for ndarrays and will be removed in a future version\n", "name": "stderr"}, {"output_type": "display_data", "data": {"text/plain": "<matplotlib.figure.Figure at 0x7f978c071828>", "image/png": 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\n"}, 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\n"}, 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"source": "def plot_log_differencing_smoothing(series):    \n    plt.figure(figsize=(17, 8))    \n    plt.plot(series, \"b\", label = \"Actual\")\n    plt.plot(ts_log.shift())    \n    plt.legend(loc=\"best\")        \n    plt.grid(True)    \n\ndef plot_log_differencing_diff_smoothing(series):    \n        series_shift= series.shift()\n        ts_log_diff =series - series_shift\n        ts_log_diff.dropna(inplace=True)\n        test_stationarity(ts_log_diff,12) \n    \nplot_log_differencing_smoothing(ts_log)   \nplot_log_differencing_diff_smoothing(ts_log)", "execution_count": 89, "outputs": [{"output_type": "stream", "text": "/home/ma-user/anaconda3/envs/PySpark-2.3.2/lib/python3.6/site-packages/ipykernel/__main__.py:5: FutureWarning: pd.rolling_mean is deprecated for Series and will be removed in a future version, replace with \n\tSeries.rolling(window=12,center=False).mean()\n/home/ma-user/anaconda3/envs/PySpark-2.3.2/lib/python3.6/site-packages/ipykernel/__main__.py:6: FutureWarning: pd.rolling_std is deprecated for Series and will be removed in a future version, replace with \n\tSeries.rolling(window=12,center=False).std()\n", "name": "stderr"}, {"output_type": "stream", "text": "Results of Dickey-Fuller Test:\nTest Statistic                  -2.717131\np-value                          0.071121\n#Lags Used                      14.000000\nNumber of Observations Used    128.000000\nCritical value (1%)             -3.482501\nCritical value (5%)             -2.884398\nCritical value (10%)            -2.578960\ndtype: float64\n", "name": "stdout"}, {"output_type": "display_data", "data": {"text/plain": "<matplotlib.figure.Figure at 0x7f03d23563c8>", "image/png": 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\n"}, 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\n"}, "metadata": {}}]}, {"metadata": {}, "cell_type": "markdown", "source": "# 3.\u6a21\u578b\u6784\u5efa"}, {"metadata": {}, "cell_type": "markdown", "source": "## 3.1\u53c2\u6570\u786e\u5b9a\n\u6211\u4eec\u4e0a\u9762\u53ef\u4ee5\u770b\u5230\uff0c\u6570\u636e\u7ecf\u8fc7\u79fb\u52a8\u5e73\u5747\u6216\u8005\u6307\u6570\u5e73\u5747\u6216\u8005\u5dee\u5206\u6cd5\u4e4b\u540e\u5747\u5df2\u7a33\u5b9a\uff0c\u8fd9\u91cc\u6211\u4eec\u4ee5\u5dee\u5206\u6cd5\u4f7f\u5176\u7a33\u5b9a\u4e3a\u4f8b\uff0c\u5efa\u7acbARIMA\u6a21\u578b\u3002\n\nARIMA\u7b97\u6cd5\u6709(p,d,q)\u4e09\u4e2a\u53c2\u6570\uff0c\u7531\u4e8e\u4e0a\u8ff0\u662f\u5229\u7528\u4e00\u9636\u5dee\u5206\u6cd5\uff0c\u6240\u4ee5d\u53d61\u3002\u63a5\u4e0b\u6765\u6211\u4eec\u786e\u5b9ap,q\u4e24\u4e2a\u53c2\u6570\uff0c\u6211\u4eec\u9996\u5148\u753b\u51faACF,PACF\u56fe\u50cf\u3002\u5982\u4e0b\u6240\u793a\uff1a"}, {"metadata": {"trusted": false}, "cell_type": "code", "source": "#ACF and PACF plots:\n# ts_log_diff=residual\ndata = pd.read_csv('AirPassengers.csv', parse_dates=['Month'], index_col='Month',date_parser=dateparse)\n\nts = data['#Passengers']\nts_log = np.log(ts)\nts_log_diff = ts_log - ts_log.shift()\nts_log_diff.dropna(inplace=True)\nfrom statsmodels.tsa.stattools import acf, pacf\nlag_acf = acf(ts_log_diff, nlags=20)\nlag_pacf = pacf(ts_log_diff, nlags=20, method='ols')\n#Plot ACF: \nplt.subplot(121) \nplt.plot(lag_acf)\nplt.axhline(y=0,linestyle='--',color='gray')\nplt.axhline(y=-1.96/np.sqrt(len(ts_log_diff)),linestyle='--',color='gray')\nplt.axhline(y=1.96/np.sqrt(len(ts_log_diff)),linestyle='--',color='gray')\nplt.title('Autocorrelation Function')\n\n#Plot PACF:\nplt.subplot(122)\nplt.plot(lag_pacf)\nplt.axhline(y=0,linestyle='--',color='gray')\nplt.axhline(y=-1.96/np.sqrt(len(ts_log_diff)),linestyle='--',color='gray')\nplt.axhline(y=1.96/np.sqrt(len(ts_log_diff)),linestyle='--',color='gray')\nplt.title('Partial Autocorrelation Function')\nplt.tight_layout()", "execution_count": 42, "outputs": [{"output_type": "display_data", "data": {"text/plain": "<matplotlib.figure.Figure at 0x7f0418258908>", "image/png": 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\n"}, "metadata": {}}]}, {"metadata": {}, "cell_type": "markdown", "source": "## 3.2\u6a21\u578b\u5efa\u7acb\n\u56fe\u4e0a\u4e2d\uff0c\u4e0a\u4e0b\u4e24\u6761\u7070\u7ebf\u4e4b\u95f4\u662f\u7f6e\u4fe1\u533a\u95f4\uff0cp\u7684\u503c\u5c31\u662fACF\u7b2c\u4e00\u6b21\u7a7f\u8fc7\u4e0a\u7f6e\u4fe1\u533a\u95f4\u65f6\u7684\u6a2a\u8f74\u503c\u3002q\u7684\u503c\u5c31\u662fPACF\u7b2c\u4e00\u6b21\u7a7f\u8fc7\u4e0a\u7f6e\u4fe1\u533a\u95f4\u7684\u6a2a\u8f74\u503c\u3002\u6240\u4ee5\u4ece\u56fe\u4e2d\u53ef\u4ee5\u5f97\u5230p=2\uff0cq=2\u3002\n\n\u5f97\u5230\u53c2\u6570\u4f30\u8ba1\u503cp\uff0cd\uff0cq\u4e4b\u540e\uff0c\u751f\u6210\u6a21\u578bARIMA\uff08p\uff0cd\uff0cq\uff09\u5982\u4e0b\u6240\u793a\uff0c\u4e0b\u56fe\u4e2d\uff0c\u84dd\u7ebf\u662f\u8f93\u5165\u503c\uff0c\u7ea2\u7ebf\u662f\u6a21\u578b\u7684\u62df\u5408\u503c\uff0cRSS\u7684\u7d2f\u8ba1\u5e73\u65b9\u8bef\u5dee\u3002"}, {"metadata": {"trusted": false}, "cell_type": "code", "source": "from statsmodels.tsa.arima_model import ARIMA\nts_log_diff = residual\nts_log_diff.dropna(inplace=True)\nfig = plt.figure(figsize=[15,7]) \nmodel = ARIMA(ts_log, order=(2, 1, 2))  \nresults_ARIMA = model.fit(disp=-1)  \nplt.plot(ts_log_diff)\nplt.plot(results_ARIMA.fittedvalues, color='red')\ndiv=results_ARIMA.fittedvalues-ts_log_diff\ndiv.dropna(inplace=True)\nplt.title('RSS: %.4f'% sum((div)**2))", "execution_count": 52, "outputs": [{"output_type": "stream", "text": "/home/ma-user/anaconda3/envs/PySpark-2.3.2/lib/python3.6/site-packages/statsmodels/tsa/kalmanf/kalmanfilter.py:646: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n  if issubdtype(paramsdtype, float):\n/home/ma-user/anaconda3/envs/PySpark-2.3.2/lib/python3.6/site-packages/statsmodels/tsa/kalmanf/kalmanfilter.py:650: FutureWarning: Conversion of the second argument of issubdtype from `complex` to `np.complexfloating` is deprecated. In future, it will be treated as `np.complex128 == np.dtype(complex).type`.\n  elif issubdtype(paramsdtype, complex):\n/home/ma-user/anaconda3/envs/PySpark-2.3.2/lib/python3.6/site-packages/statsmodels/tsa/kalmanf/kalmanfilter.py:577: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n  if issubdtype(paramsdtype, float):\n", "name": "stderr"}, {"output_type": "execute_result", "execution_count": 52, "data": {"text/plain": "Text(0.5,1,'RSS: 0.7302')"}, "metadata": {}}, {"output_type": "display_data", "data": {"text/plain": "<matplotlib.figure.Figure at 0x7f03d21b3470>", "image/png": 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khglsiVaqE42dO+V4+rRzayIk3WgtMyfz8qRcbXQ03Styn64uIBCQfrxkqakBenvtWxNxl+5u4LnnYpdzAkBBgQT7PP44x3A4BAUfIYSQ5JmZEeEWT/+ewQg+9vGRbKa3Fxgbk9j5yUngF79I94rcp6tL3L14N4OiUVNDhy+T+fGPFy/nNBw8CHR2snzXISj4CCGEJE9jIzAxEX//HiClO+vWUfCR7MaUc/72b0tZYi4OlzaCLxXo8GU2p05JyX+sck7DgQPihrOs0xEo+AghhCSPCWxJxOED5oJbCMlWWlrkuG0bcMcduVmu1t0NLF+e2mtUV1PwZTLt7TKOZymXt6YG2L+fwS0OQcFHCCEkeY4fl2CF7dsTe159PdDQIMlshGQjxuHbsEHK1To65POSS9jl8LGkM3O5cgVYtSq+x+7bB5w8mXsbIy5gi+BTSh1QSjUqpS4opf4wyv1vVEr9Wik1o5R6V8R9H1RKnbd+fdCO9RBCCHGJEyekJ8/nS+x5O3dK/19DgzPrIiTdtLSIO1VWJsPHlcqtcrVQCOjpsUfwDQ9LHyTJPNrb4xd8e/bILL4LF5xdUw6SsuBTSuUD+BqAtwK4DsB7lVLXRTzsEoAPAfhBxHOrANwP4CYA+wHcr5RaluqaCCGEuIDW4lgkWs4JiMMHsI+PZC8XL4q7BwC1tcBrX5tbgq+vDwgGUxd81dVzr0cyi2BQglhWr47v8eZcwuAW27HD4dsP4ILWullrPQXgIQD3hD9Aa31Ra30KQKRHeweAn2utr2qt+wH8HMABG9ZECCHEaS5fBq5eTSywxbB1K+D3U/CR7CVc8AFS1nn0qDgeuUCqM/gMNTVyZB9f5tHTI6IvXofvuutkREOulT67gB2CbzWAy2F/brNuc/q5hBBC0kmygS2AnNSvu47BLSQ70VoE38aNc7cdPCjHJ55Iy5Jcx27BR4cv8zCbG/EKPr9f0jwp+GzHDsEXLXZH2/1cpdRHlVJHlVJHe3p64l4cIYQQhzh+XPqSzFy9RKmvp8NHspOuLhlXEu7w7dgh40hypayTDh+5ckWO8Qo+QDYQjx+XTRNiG3YIvjYAa8P+vAZAvPUKcT9Xa/1trfWNWusba2trk1ooIYQQGzlxQiLnS0uTe/7OnbIDzJ17km2YhM5wh08pcfl+/nMRg9lOd7cc7erho+DLPBJ1+ABg7175vzZikdiCHYLvCICtSqmNSik/gPcAeDTO5z4F4Hal1DIrrOV26zZCCCFeJ9nAFoMJbmFZJ8k2zAy+cIcPAO6+GxgbA557zu0VuU9Xl6T3Vlam9joUfJlLe7tsdCQi+s05hWWdtpKy4NNazwD4OESonQPwiNb6jFLqi0qptwGAUmqfUqoNwL0AvqWUOmM99yqAP4GIxiMAvmjdRgghxMtcvQq0tiYX2GIwpaAs6yTZhnH41q+ff/ub3wwUFwM/+YnbK3Kfri4Zup6X4qVmQQFQUcFKgEykvV3EXkFB/M+prxeRyKROW0lwcFJ0tNZPAHgi4rbPh/3+CKRcM9pzHwTwoB3rIIQQ4hInT8oxFYdv5Urpz6HDR7KNlhYROyUl828PBIDbbpM+vr/9W7mwzVbsGLpuqKmhw5eJJDKDz1BaKq0CdPhsxZbB64QQQnIMczJOxeFTisEtJDuJHMkQzsGDwKVLwCuvuLki97FT8FVXU/BlIskIPmAuuIXYBgUfIYSQxDlxQk7ky5en9jo7d8qFbyhyTCshGcxigu+uu2Sz41/+xc0VuQ8dPnLlSvKC79IllvHaCAUfIYSQxDl+PDV3z1BfLyEWzc2pvxYhXiAUkv7W8ITOcOrqgNtvBx58UIZSZyNaS0qnnYKPF/+ZxdSUDF5PRvDt3StHM+uVpAwFHyGEkMSYmADOnUutf8/A4BaSbXR0yMVuLIcPAH73d4G2NuDJJ11blqsMDMi/AUs6c5fOTjmuXp34c5nUaTsUfIQQQhLjlVfEmbBD8F1/vZS3MbiFZAvRZvBF8ra3iRj6u79zZUmuY9cMPkNNDTAykhvzC7OFZGbwGaqrgbVrmdRpIxR8hBBCEsOOwBZDcTGwZQsdPpI9xJrBF05BAfChD0lap7kwzia6uuRop+ADWNaZSaQi+AAGt9gMBR+xl+lp4NVXZcbQl78MHD6c7hWljbGpGbT2jaZ7GYTYz4kTQHn54g5GIjCpk2QTsWbwRfI7vyNO+T/8g+NLch0j+FINdTJQ8GUeV67IMRXB19gIjPI6yg4o+Ig9fOMbwLXXym79NddIucpnPiO/cpRvPteEu//vi9Bap3spjhMKaXz3pRaMTc2keynEDY4fB3btSn2gsqG+Hmhq4omdZActLRLMEggs/rgtW4BbbwX+/u+zL6XWboevulqO7OPLHNrbAZ9vTqwnyp49Ev7DzUBboOAj9vDAA+LufeYzwHe/C/zqV8AHPygf1BwQPNE42zGMoYkZTExn2Yk8Cmfah/DHPzmLZxt60r0U4jRaSw9ffb19r7lzp7zumTP2vSYh6WKxkQyR/O7vyuOfftrBBaWBri7ZEEr2Yj8S8zoUfJlDe7tsfCS7MWiSOlnWaQsUfCR1BgeljPPDHwb+/M9F6L3mNfJrcFCSyHKQ5t4RAMDwxHSaV+I8A+NTAHLj75rz9PQAw8PAtm32vaYRjwxuIdlAIoLvN39T3KtsC2/p6hKRlp9vz+tR8GUe7e3JJXQa1qyRzwYFny1Q8JHUMR/GG26Yf7u5iMtBO34mGMKlvjEAwNBE9pc5Do6L0BuZzP6/a85z4YIcN2+27zU3bgRKSnLyu4JkGcGgDIyOt7+1sFA2Sf/93+fKILMBO4euA0BVlRzZw5c5tLcn378HSHrznj1M6rQJCj6SOkePyjFS8O3YIcccvIi73D+OmZCUsg7lgOtFwZdDNDXJccsW+14zLw+47jqWdJLM58oVYGYmfocPkLLOmRnge99zbFmuY7fgKygAKiro8GUSV66kJvgAEXyvvCItQyQlKPhI6hw7BqxbB9TWzr/dpPjloOBrsco5AWA4Bxy+oXH5O45S8GU/Fy6IQEvkgjYeNm2aSzckJFMxP8OJfD62bwfe8AYp68yWnvfubnsFHyBlnRR8mcHoqLT02CH4pqaAs2ftWVcOQ8FHUufYsYXunmHnzpwUfM09c2mDudDXRocvh2hqkoG4hYX2vu6GDVIKl21phSS3MDP4Eh1Z8tGPymbKc8/ZvqS0YLfDB1DwZRIdHXK0Q/AB7OOzAQo+khqDg8D588CNN0a/v75e5qhMTLi7rjTT3DuKPCW/N+5XNjMn+IJpXglxnAsX7C3nNGzYIGU75kKBkEzk4kXpPVq7NrHnvfOdQGUl8OCDjizLVUZGgLEx+2bwGaqr2cOXKZih66mEtgDA1q3S303BlzIUfCQ1TDNtLIevvl6a2M+dc29NHqClZxTbVpQByA2Hz/QpsqQzB2hqsjewxWBK4FjWSTKZlha5yE3UAS8qAg4cAH75S2fW5SZ2z+Az0OHLHIzgS9Xhy8+Xma8UfClDwUdSI1ZgiyFHkzqbe0dw3apy5OepHOnhsxy+HPi75jQDA3LB5ZTDB1DwkcwmkZEMkezfD1y+nPkuNwUfuXJFjqkKPkDKOo8fZ7l/ilDwkdQ4dgxYvz72cNUtW4BAIKfma41OzqBraBKba0tRFvAxpZNkDyah0wmHb/16OVLwkUwmFcF3001yPHTIrtWkBycF3+hozBaRy1fH8IEHD+fEOdfztLeLa11Rkfpr7dkjZcKmP5YkBQUfSY3FAlsAseN37Mgph6+lVwJbNtWUoCzgyy2Hj4Ivu3FiJIOhqEguECn4SKYyPS0OXaKBLYY9ewCfj4IvFtXVcozRx/f8+R48/2oPzneNRL2fuIiZwadU6q9lNgONa0iSgoKPJM/AgAQ4xApsMeRYUmezJfg21pagPFCQEz18xuFjD1+W48TQ9XDWr6fgI5lLW5uUnSXr8BUVSb9Spgu+7m452h3aYiqJYpR1tljp2GNTHjsPPfXUXE9brtDennpgi8GM/Orpsef1chQKPpI8SwW2GOrrZcfP7PplOc09I1AK2FAtDl+2p3RqrTFkuZjDFHzZTVMTsHKlpKY5wYYNFHwkc0lmBl8kN90EHDkiYWeZSlcXUFUlw9LtZCnBZ222jnopLXpqCjh4EPjsZ9O9EncxDp8dGMFnNhJIUlDwkeRZKrDFYIJbcqSPr6V3FKsqihAoyEdZoCDr+wlGp4IIhjTKCn2YmglhOsjG6qzFqZEMBs7iI5lMsjP4wrnpJulXyuRkaydm8AFzgi9GSWdLnwcdvosXgZkZ4Ikncud7TWspv7RL8Jn/dzp8KUHBR5Ln2DG5QDN19bHYuVOOOVLW2dwzik214oBISaeHTj4OYMo5V1UWAWBZZ1bj1EgGw4YNsiPe2encexDiFBcuSA/emjXJv4YJbjl82J41pYOuLvvLOYG5a40oDt9MMIRLfWMAZBPSM5i+5+7uuU3ybGdwEBgft0/w+f0yo5KCLyUo+EjyHD26tLsHiB1fV5cTgk9rjZbeUWyqEcGXCymdg2Py91u9TARftgvcnGVsTHZtnXb4AJZ1ksyksVE2RFIpZdy6VS5uM7mPzymHr6pKjlEEX1v/OGZCGgAw5qVNRyP4AOCxx9K3DjexawZfOLW1FHwpQsFHkqO/H2huXjqwxVBfnxOCr2d4EiOTM9hUWwoAKA/4MDI5g5B1IspGjKBdVRkAAIx6qZyG2Edzsxwp+AiJTmMjcM01qb1GXp7M46PgW0hBgYjhKILP9O8BHnT4SkqA17+egi8VKPhShoKPJEe8gS2GnTuBs2ellj2LmU3otBy+8qICaJ3dIiiypJPD15cmI/scnZzBZ+AsPpKpBIPA+fPA9u2pv9ZNN0nP++jo0o/1GhMTwNCQM4IPkLLOKD18RvAp5TGHr7kZ2LRJgluOH8+N0QJG8NmV0glQ8NkABR9JDlOLvndvfI+vrwcmJ+WEmMXMzuCrnSvpBDCbYpmNmBl8q43g89LJ1oO8eL4XO+5/Cl1D0YcHexYzksFJh6+4WE7sFHzZw333Af/jf6R7Fc5z8aL0n6bq8AEi+EIh6ZPPNJyawWeoqYnp8JUHfKgu8XvP4du8WQQfIOEt2Y4RfHV19r1mbS1TOlOEgo8kx7FjkkS2VGCLwSR1ZnlZZ3PPCAp9eVhVIeKnLCC9HNk8i2+Bw0fBtyhPn+vC5Ewo84YDNzUBy5bJLyfhaIbsYWYG+PGPge9+V4aSZzONjXK0Q/Dt3y/HTCzrNBflaRB8G2tKUFLo805Kp9ZzDt/110sFQy6UdV65AlRU2Du+p7ZW/t9zJenUASj4SHLEG9hi2L5d0suyXPCZk05engIgKZ1AdgeZDI1PQylgZbnVw0fBtygvN0s5UvvgeJpXkiBOj2QwUPBlD2fOSFrf0BDw0kvpXo2z2Cn4amtFJGSi4Eujw7expgTFfp935vB1dMjP/+bNUmt6113A009L2Ws2Y+cMPsPy5VI2PTBg7+vmEBR8JHGuXpV5Q/EGtgBAYaGIviwXfM09o7P9e0BYSed49u5uD03MoKzQNytuR7xysvUgA2NTaOwaBgB0DGTYSd9NwcdZfNmBGS2gVPY7Gw0NkiJpZoalSqYGtzgt+KL08E1MB9E+OI6NNaUo8ed7x+GL7Hs+eFDSjp97Lm1LcgUnBJ8Zvs4+vqSh4COJk2hgiyHLkzqngyFcujo2278HzAm+bHb4BsensTE4jPK9O/HiNz6M33zfb0hv5+tfDxw4AJw8me4leoYjF/uhrcDW9oEMcvimpoDWVmcDWwwbNki/r7lwJJnL4cMigt7yluwXfI2N9gS2GG66CWhrm+uHyhTM59aJOXyACOrRUXHOLFr7xqA1sLG2BMWFPu/08EUKvltukT7lbP8stLfbG9gCUPDZAAUfSZxEA1sMO3fKzn2WWvKXr45hJqSxsaZ09rbyotzo4but8WWoxkacXHMdOjdsky/7oiLg2WeB73wn3Uv0DIdb+uD35WH7yrLMKulsbRXHzS2HD2BZZzZw5Aiwbx9w990iiEzwTzZix0iGcMwA9kxz+bq6gLIy+f53AuOghrl8Lb3SD72xukQcPq+0FTQ1Afn5c+nDgYCAi//jAAAgAElEQVRsfjz+OGZ3/rKNUEhKWenweQ4KPpI4x45Jf4EZghovJrjl9Gn71+QBIhM6gdxJ6Xxd48vApk24/z3/G//4yb8AfvIT6VV485uBZ55J9xI9w6GWq9izthIbqksyy+FzYySDgYIvOxgbA155RQTfXXfJbY8/nt41OcXgINDZaa/g27NH5s5louBzqpwTmBN8YX18ZhzShppiFPt9GPOSw7dunfw/Gg4elO+2s2fTtixH6e2VgCYKPs9BwUcSJ0pgy//+8Wl88qHjiz8vywVfc48l+MJ6+Ap9+fD78maHk2cj40Mj2NFwFLjrLpQECuaHttx6qwQ3sDwPI5MzeOXKIG7aWIVVlUXoGJyAzpRdXjdGMhg4iy87OH5cQhb275eNgu3bs1fw2RnYYggEgF275vogMwWnBZ9JBg9z+C72jqK2rBBlgQKUFOZ7Z+5tU5NsjodjNj+ytazTiaHrwJzg42iGpKHgI4nR1ycXYhGBLa92DuPIxf7Fn7t6tUS6Z2kfX3PvKKpK/Kgs9s+7vTxQkNU9fFvPHIF/ahK46y6UFvrmj2W49VY5ZnuTehwcvXgVIQ3s31iNVZUBjE0FZ0daeJ6mJonYdvJCzlBSIrv4FHyZjREq+/bJ8eBB+R4YHk7bkhzDCD47e/gAKes8ckSEc6bQ3e26w2cSOgGIw+eV4LDm5oVVEatXA7t3Z+/mh1OCr7AQKC+nw5cCFHwkMc6ckeOuXfNuHp8OonNoAjPBRZL1lMrq4JbmnpF5CZ2G8oAvq1M69539FaYKi4A3vQklkYJvzx6Zx8OyThxuuQpfnsLe9ZWzMwvbMyWp88KFuWhxN+Bohszn8GFg7Vpg5Ur58113SanX00+nd11O0NgovVqRbk6q3HQTMDICnDtn7+s6SRpKOlt6R7GxWs69Jf58TAVDmJpJc8rv0JCsMVoZ/MGDMqbk6lX31+U0Tgk+QFw+Cr6koeAjiRGjtGt8OohgSKN7eHLx59fXS0lnFkaut/SOzivnNJQFfFnr8E1Oz+BN54+g7cbXA4EAygp980s6fT7gjW+k4IP07+1cU4Fivw91FTKzMGP6+NwayWCg4Mt8jhyZGyAOSGpvRUV2lrI1NorY8/uXfmwiZFpwy/S0VAE5KfhMdoAl+IYmptE7MoWNVu98caH0zY+nu49vsb7ngwflGujJJ91dkxsYwVdXZ/9rU/ClBAUfSYymJrmIN302FhPWl+uVpS5g6+tlx7KlxakVpoXhiWl0D0/OnnTCKQsUZG1K58ivT2LNUDe6bpbSzQUOHyBlnRcuAJcvp2GF3mB8KohTbQO4aaP0n6y2HL6OTEjqDAajlyY5iZnFlyk9jmQ+fX1yrggXfAUFwB13AE88kX0bfg0N9vbvGbZulTaITBF85mLcScHn8wGVlbM9fBetwBZTXVPizweA9PfxLSb49u0T8ZKNZZ1XrogLa/fmB0DBlyIUfCQxLlwQsefzzbt5fNoSfP1LXMCaUtAsm812sXcMALApbCSDobzIl7UpnfoxOWEN3XobAKA0EOHwAXN9fM8+6+bSPMXxS/2YDmrctFF2p2tKC1GQr9A+mAElnVeuyBw+tx2+iQmG/WQqR47I0fTvGQ4elDRLM8s1GwgGgfPn7e/fA6SEOpMGsHd2ytHpXt+amlmHbzYdu2a+w5f24euLCb68PODOO2XzY2jI3XU5zcWLCwwB26DgSwkKPpIYTU1RL/zG4nX4duyQL7sTJ5xYXdpotuYAbYrm8BVmr8NX+LMncWb5JhSuXwcAKC2MUr66Y4ecoHO4rPNQy1XkKeCGDcsAAHl5CisrAplR0unmSAYDRzNkNkeOiFiJSHPGgQNyezaVdV66BExOOuPwAVLW+corUhnjdS5dkuO6dc6+T5jga+4ZhVLA2qpiAGEOX7qDW5qaRKCUlUW///d+T2YSf+lL7q7LaZysBjGCj5UfSUHBR+JH67nwhjBCIY1Jq0G6bSmHr6hIdkKzTPBdvioO3zrrpBNO1vbw9fej5Nhh/GLzvtkB86WFPkzOhDAdHt6TlwfccosIvhz9oj7U0ofrVpWjPDA3j6muoggdmRDa4uZIBgNHM2Q2hw/L93x5+fzba2uB17wmu0rZnBjJEM7u3VICa97Hy7gl+Kqr5zl8qyuLECgQoVfsF4fPEyWdi4X47NsHfPCDwFe/Ovcdm+nMzMh3tt3hRYbly6VPdHDQmdfPcij4SPxcvSoftAjBNzEzt5MWl2Oxe3fWCb7ekSmUBXyzJ51wyosKMDYVnC+CsoGnnkJeMIhnN+9DhSX4SqxymgVlnbfcIj18zc1urzK9TExgcmwcxy/N9e8ZVlUElnbEvUBTk/RjrFnj3ntS8GUuWovgC+/fC+fgQZnl2tHh7rqcoqFBjk4JPjN/LGzunGe5dEk2dU2SplPU1Mz18PWNzkvHLimUc3DaRzM0NS3tdP35n8t366c/7c6anKatTUSfkw4fwLLOJKHgI/FjSrsiEzrD0rDiuoDdvVsu/rMokrhvdAo1pYVR7ysLiAgayTaX77HHMFFZhZN1W2cFX6l1so0a3ALkXlnnwYMYed8HMDkTwn6rf8+wqrIIXUMTCIY87npeuABs3Cix825RVia7+BR8mcflyzKLLZbgM4Onf/pT99bkJI2NEiJiLkbtJsqgcc9y6ZK4e06Pb7FKOrXWaOmZn47tCYdvako+B0sJn7o64I/+CHj0UeBnP3NnbU5iNnSdcvgo+FKCgo/Ejyk7iPgSM4EtZQEfrvSPQy9Vtrd7txyzKLilb2QS1SXRU6nKrDK+rCrrDAaBJ5/ExRvfgFBe/mypYmmhHBf0T2zbJnN5cknwBYPASy+h6PnnAK2xb8N8wVdXWYSZkEbPUqNM0o3bIxkM2TqaoasL+P73gc99Tvp43vc+6W3bv1/E0JUr6V5hakQOXI+kvl7c4mzp42tslPJVp0ROJgm+1lbnyzkBEXxjY+jtGcTw5Aw2RHP40jmWobVVynDjcbo++Ul53Kc+JeWKmYwxBSj4PAkFH4mfGB/mCUvwbVleivHpIPrHlvjSMkmdWVTW2TcyherS6IKv3HL4hrIpuOXQIaCvD2f3vgFFBfnw++SrpGTW4Yv4uyolLt+zz+ZOH19TEzAxgeL+XtxcOI6qiA2B1ZXWLD4vj2bQOr7SJCfIFsEXDMrn5f77RQStXCm9O3/2Z8BDD0nAydWrEr///PMS0pHJm2GHD0uZWn199PuVEmH7859L2Emm09joXDknMDd3LhMEn3H4nMYSwW0XZNTPxmgOX2SViZskEnRVWAh85SvA2bPAN77h7LqcprlZEtzXrnXm9Sn4UoKCj8RPUxOwerXU6IcxPiW9aVtqZSTBkqMZli+XUoZsEnyjk6iOWdIprldWCb7HHwfy83Hiuv2z5ZxAWPlqtP6JW24Rd+PcObdWmV5OnZr97cGJhTMI6yrkc+TppM7ubkkHTJfD19qa2RsEFy+Km/Wa1wB/+qcihP70T2UswcyMXMSfPy8i6amngBdflOfdfLNEtmciR45IFUdh9O9DAMA998jPVaa7fENDMmjaScHn88nAeq8LvslJGcvglsMHoKdF3PDwcUjFfg84fIkmG999N3DbbbIpZIXRZCRNTfK97VT5vxF83d3OvH6WQ8FH4idKQicwV9K5Zbkl+AbGln6tLApuCYY0ro5OoSZmSaeIoKwq6XzsMeDmm9GVV4TyormZjCa0JWq/Yq718Z06BZ2Xh8l8H/b1LExhW2WGr3s5qTMdIxkMZhZfJp/cjx2Ti+AHHpC/x0svAZ/9LLBnj6TXRrJrl7iBW7fKReDXv+7+mlMhGJRAlljlnIbbbxcX4JvfdGddTvHqq3J0UvAB4mh5XfC1tcnRRcHX19qOgnyF1cvmNqEL8vPg9+Wlt4evqUk2xleujO/xSsl3xPAw8PnPO7s2J3FyJAMg/6alpXT4koSCj8RPjBl8CwVfHBewu3dLCUMWlPT0j00hpIGasug72sYBGxrPEofv8mVxr+66C0PjM/McvtJYKZ2AXMBv3JhTgm9g7UacW74Jay+8suDu8oAPJf58b5d0Ot2EvxjZkNRpLoLf//65XqylWL1aSjvvvFN6/D79aRFSmUBDgzh3sQJbDPn5wEc/Cjz9dGZH0ptRCU4MXQ8nEwSfGcng1NDtcKzP0siVTqyrKkZ+3vz+yRJ/fnpTOs1IhkT6Oq+7Tj7v3/rW3EZCprHUKAo74PD1pKHgI/ExMiI71dEcPqt0YmVFAMX+/KVLOgERfDMzIvoynL6RKQBAdcniKZ1Z4/CZUrO77sLg+HRUwTccq3/i1luB556ThvZs5/RpnF+xCS2brof/+K8XXLQrpbCqssjbJZ3mInP5cvffOxuGr7e1AYHAXB9WvJSWAv/+78Dv/77093z3u44sz3aOHJHjUg4fAHzkIyL8vv1tZ9fkJI2N4tQ67YBnguBrbZWjiw7fRGc3NoaVcxqK/b70O3zJ/Ex88pNybnz2WfvX5DT9/TJI3unPAgVf0lDwkfgwO/1RHT75Yi32+7Cqsij+kk4gK8o6+0bEpYwV2jIrgrJF8P3iF3JSv/ZaDI5PzxsmHnMOn+GWW+TEkMmhFPEwPAw0N+NU1ToM7dwDjI5G7V2sqyxCx6CHSzoHBuQYOUDbDbLF4VuzJrkEx/x84K//GiguBl5Z6BB7ksOHZaRGPCWOdXXA298OPPhg5lZ6NDRI1cJi/Yp2kAmCzzh8bszrtDZQdE8vNtWWLLi7pDCNDp/WyZc2btgg4U3Hj9u+LMdxqxqEgi9pKPhIfMQYyQDMhbYUFeRjdWVRfLP4Nm8GSkqyQvD1jorDVxND8Pny81Diz8+e0JZf/1pKtpTC0MQ0ysMcvoL8PBT68hYXfED2l3VaF+gnKtZicKe1uWHi6sNYVRHwtsM3MCAX8D7f0o+1m/JyubDLdMGXSmKdUvL8ywtDfzzJ4cPi7kXrT4zGf/2vImT+9V+dXZdTOJ3QacgUwbdypfPiFwB8PoQql6F8dHBeQqchrQ5fRwcwPp6c4FNK+nt//euk3/7E5YGFc3DdwK1+bwq+pKHgI/GxyIfZ9PAVFeRj9bKi+Eo68/MltjsbBJ81Ry1WSScgSZ3D2SD4BgflZ2HPHgRDGsMT83v4AHE0Y5Z0rlol/S5PP+3CYtPI6dMAgOPL1kFt3SYpe9EEX2URekemZkebeI6BAdlxTheZPprBOHypsGbNXC+glxkZEef+ppvif85b3iLnlEwMbwmFpNfK6f49QATf0JC357S5NZLBYrKiElXjQ9hQHcPhS1dKZ6rCZ88e6ZFP4v+6c3AC7/j6S/jnl1uTe+9UMA7fxo3Ovk9trQRgZXJ6c5qg4CPx0dQkJ53KygV3mYvVgD8PqyuL0D82jbF4dtdMUmeGf3D7Rifhy1MLhE84ZQFfdpR0mlLMPXtmBWx5pOAL+BafgXTPPcCTT0q5WrZy6hRCZeW4Ul6LmooicT2iCL66CpnF1+nVss7+/qifedfIZMEXCskQ9VQFX6Y4fC+/LH3Zb3xj/M/JyxOX74UXgDNnnFubE1y6JCmybjl8gMxr9CouC76R0kpUjg9HLeks9i9xDnISI3ySFXx790qJc0NDwk99trEbIQ10DaWhRLqpScRYWZmz77N8OTA1JW0TJCEo+Eh8xBjJAEhoS54C/Pl5WLMsgdliu3fLrmWmXtBZ9I1MoarEj7y82H065UUF2VHSaXoLdu/G0LicUCOFbonfF30sg+GLXwTe8Q5pUP/KV5xaaXo5dQpj11wLKIWa0kIpgT11Skp9wlhtjWbwbFLnwED6BV+mzuLr7pZdejsEX0eHt90dQERbXh7wutcl9rwPfUjmE37rW44syzFMQqebgs+rZZ1ai+BzI6HTYqCwBJVTo1geJR27xJ9mhy8vL/l/iz175JhEH98vzskIm4GxqeTeOxWcHslg4PD1pKHgI/ERYyQDICWdRQX5UErNXsC2xZvUCWR8WWfvyFTMoeuGrHH4jh8HVqwA6uowaI2ZWFDSGfAt3kPg9wMPPQTce69Ezv/FXzi5YvfRGjh9Gv2bpdSrptQvgi8YXHASrzOCz6uz+NIt+NavF5GciSd3U4Zph+DTWgZ8e5nnn5fv9EQDfmprgXe9C/j+9yXcKFOg4Jujt1c+py46fFd9AVRPj0FFCUQqLvTFV2XkBE1N8pn1R+/pX5Jt2ySoKcE+vonpIF66IEPbr6ZD8LkxkgGg4EsBWwSfUuqAUqpRKXVBKfWHUe4vVEo9bN1/SCm1wbp9g1JqXCl1wvqVgYX8OcDUlOzexXL4poMo8kuogxmAGldwy44dshOW4YKvb3QyZmCLQXr4skTwWTuQRvCVB+YHepQWLiH4AKCgAPjBD4D3vAf4n/8T+NKXHFluWmhrAwYG0LV+KwDMOXzAgrJOU9LZ4dXglnT38JnAk0zoYYvETsEX/npeZHJSSjoTKecM52Mfk/7ghx+2d11O0tgo4nbFCuffy+uCzyR0uij4OhBA2WT0RPASfz5G05XSmexIBkN+PrBrV8IO38vNfbOb7/2jLgu+qSkpO6fD52lSFnxKqXwAXwPwVgDXAXivUuq6iId9BEC/1noLgK8C+D9h9zVprXdbvz6W6nqIA1y8KP0oMRy+iakgivzyo7S8LABfnoovuKW4WHZHM13wjUyhumRxwVce8GX+4PXJSZmbaAk+U6JaUbwwtCWu/gmfD/jHfwTuuw/47Gel1DMbOHUKANC6Rj4vtWWFEkG/Zs0CwRcoyEd1iR/t7OGLjjVvy7MXuothl+Azz/dyH9+xY9LPlqzgu/lmGTydSWWdDQ0S2JLMyI1EoeCbx+D4NDpVIUrGo/dxFft9GJ8OIhhyuRRcawnyiXGtFDd794rgS2Be7TMN3SgqyMebr6lF/5jL1xqXLsla6fB5Gjscvv0ALmitm7XWUwAeAnBPxGPuAfA96/f/AuAtKpoPT7zJEqlTZlcJAPLzFFZWBOJz+AApAcrwmWy9I5NxlHRmgcN35oyEMkQ4fAt6+Ap9GIl3d9XnA773PeADHwDuv1/KwjIdS/C9WrMepYU+BKzPBvbvjx7cUunR0QzBoPTYplPwmYHlXg6riEVbm5R1GdGaLMbh87LgM5/bm29O7vlKict3+HBKkfSu8uqr7pRzAhR8ETR2DmOosAT509Oy0RBBSaF85467nX7c3CybZDfckNrr7NkzO8s1HrTWeKahG6/fUo2VFQH3HT63RjIAc4Kvu9v598oy7BB8qwGEn4narNuiPkZrPQNgEID1DYaNSqnjSqlfKqXeEOtNlFIfVUodVUod7aGyd5dFZvAB8wUfIEEUcV/A7t4toQz9/amuMi2MTc1gbCooZXuLUBbwYSoYihm//39/cR7/8FKLE0u0j7DAFgCzjmX44HUAKC3Mx8hkAjuM+fkSy15dDXz1q7YsNa2cPg2sX48r2j+/1Hf/fjkxRly0raooQocXQ1uGhuSYTsHn9QvdxWhrA1avjn8mXSwqKiT5zsuC74UXgGuvnbsYS4bf/m0p9f7hD+1bl1NMTUkCqxuOBiAza/1+734OWlulYsd8Xh2msXMIQ4VWOufg4IL7i60WkzG3kzrNhp4p4U+WvXvlGOfmx/nuEbT1j+PW7SuwrNiP4ckZTM3E7w6mjFtD1wH5LBQX0+FLAjsEXzSnLtJHj/WYDgDrtNZ7APwBgB8opaJ2fGutv621vlFrfWNtKicVkjhNTfIhi9GrMDYVnHMxgPhn8QFzwS0Z6vL1jchOWvUSPXxmdEGspM6Hj17Gz8502bs4uzl+XC48LeE/OD4NX55CsT9/3sNKCwswMR3CTDCBE05RkcSz/8d/xL2r6VlOnQLq69E7Mjl/I8BcBBw5Mu/hqyqLvBnaYjZh0tnDl+kOX6rlnAYvj2YIBoEXX0y+nNNQWSkO4VNP2bMuJ7l8Wcr33EqlVMrbw9fNSAaXCrfOdQ5jpsy6VBwYWHC/cfhG3U7qPHxYzmU7dqT2OtdfL5sfcfbxPdMgbtet25djmdVeMjDuosvX1AQEAtK64AYcvp4Udgi+NgBrw/68BkBknNjsY5RSPgAVAK5qrSe11n0AoLU+BqAJwDYb1kTsxIxkiPFlPjEdRFHYRf+ayiJ0Dk1gOp4L/l275JihfXx9VunEUqEtJtgkWlnndDCE9oFx98tPEuX4cfn/shyLwfFpVBQVLEhJmz3ZJto0/3u/J27f3/yNLctNC2Z+Un09ekem5gu+G26Qz1BEWeeqygBGJme8N7bDXEil0+Hz+4HSUu9e6C6G3YLPq6Etp06JG/yGmAU68XPggDjkXk8kNaOEXBxDkBGCzyUaOoZQWWeVSi/i8Lk+i+/QIfme9/mWfuxi+P0iGuN0+J45143r6sqxsiKAqmK5FukfdfF80twsA9dTrWaIFwq+pLDjf+cIgK1KqY1KKT+A9wB4NOIxjwL4oPX7dwF4RmutlVK1VugLlFKbAGwFkOHb+1nIIiMZAJnDVxTh8IV0nMOkrYj/jBV8IzLgtLpk6ZJOILrgax8YR0gjZrmnJwgGxYU1M4IADE3MLBi6Dsz9XUcSjcVetQr4rd8CHnxwrpww02hokH+rnTvF4SsL2wgoL5dgigVJnQnMrnQTLwg+QFy+THP4tBaBtnbt0o+NhzVrvOvwvfCCHFN1+AARfID3Xb7WVjlu2ODee1LwAQBCIY3GzmHUrl4uN0Rz+ExJp5sO3/S0CLRUyzkNe/bI6y0xg3RgbApHW6/iLdfKv8cyK0Ttqpt9fG6NZDBQ8CVFyoLP6sn7OICnAJwD8IjW+oxS6otKqbdZD/sOgGql1AVI6aYZ3fBGAKeUUichYS4f01pn2Jk9ywkGlxyoubCHrxhAnKMZACnrzFjBF2dJp9XnFi2p89JViZZO26DYeGhqkhlZYYJvcHw6quArKbQEXzIhNZ/6lDSrP/hg0ktNK1Zgy/T1OzAwNr2wt9MEt4SdxFdZs/g6vFbW6RXB5+UL3Vj09orba6fD19Ulr+k1nn9ehI8d4nbnTtkAfPLJ1F/LSVpbxa236/83Hrz6OZiYkJ9NlwTflYFxjE4FUbfBKh+M5vDNlnS66PCdPi2fT7sE39698j1y5cqiD/vlqz0IaSnnBDBX0unWLD6t3Ru6bqDgSwpb/Fet9RNa621a681a6z+zbvu81vpR6/cTWut7tdZbtNb7tdbN1u3/qrW+Xmu9S2u9V2v9EzvWQ2zkyhVpUF/kwzwxHUQgrKRzVaXMFkuoj+/sWXmfDKPHcviWDm0RYRTN4TOCz9MlnRGBLcBcSWckpUbwJVNOc8MN0sfzN38jmw2ZxqlTQGEh+uqk1Cuq4OvpmXMIEPZ58ZrD54UePkAcPi9e6C6GXSMZDEZMLXHx5zpai+Czw90DRETdcQfw8597+/Pf2ioVCckO104Grwo+4zy7VN56rkOqP9ZtXCk3LObwuTmLz67AFoPZXF2irPOZhm5Ul/ixa41szFVZgs+14eu9vcDIiPsOX3f3ku4nmY9LBbckYzFxuwmUdBrHIqGkzulpEX0ZRt/I1Pzo/RjMlXTGdvgmvOzwHT8uTeTXXz970/D49IKh60CKgg8APvlJoKUFeDSyMjwDOH0auP569E7I/2VUwQfMK+tcXhZAfp7yXlKnlxy+TCvpdErwea2P79VXZQPDjv49w4EDstkQEW7kKS5edLecE5gTfF67yHV5JENDp8ze27jF+mxF7eFLg8N3+LCMYLHr52LXLtkAWSS4ZSYYwi9f7cGbr1mOvDzppa+0SjpdG83g5kgGw/Ll4iyPjrr3nlkABR9ZnCVGMmitMT4dnJfUGCjIR01pYWIlnYC3T/Ax6BudXLKcE1g8pfNypjh8118/b0c7psMXSLFh/u1vl5NmJo5oOHUK2Llz1vmtLYv42di5EygsnCf48vMUVpYHvFnSmZcnoSnphA6fd2fxmfl7djl8APAbvyE/d14u62xtdTewBRDBNzMjJe9ewnXBN4T11cUoqa6Un5OoKZ1pGMtw+LBs6NmVVFpSInMeF3H4jl8ewMDY9Gz/HgAU+vJR4s93b/i6myMZDBy+nhQUfGRxmprE2YnRnzEVDCGkscDhWr2sKH7Bt2WLfLF97WtAyMXZMTbQNzKF6pKlBV+JPx95avGSzpmQji/Z1G20FsEX1r+ntY7dw+dP0eHLzwd+//clDOLYseReIx309gIdHZLQORyj1LegQHozFgS3BLxX0jkwIDPg3Epei0V1tTg+mfTd0NYmSX3Lly/92HgwwtGLgm/FCmDrVvtes7oa2LfPu8EtwaD8/6ZD8AHe2/y4dElEzurI8cvO0NA5jO0ry+Q9KyqWcPhc2kQdHpYKJbvKOQ179y7q8P3iXDd8eQo3b62Zd/uyEr/7Dt/Gje68H0DBlyQUfGRxmprkg5wfvWRxYkouwooiBN+aygRm8eXlAX/0R5IC+R//kdJy3aZ3ZBLVsfr3vvc94LbbAK2hlEJpoS+64Osbg1WN4U2Xr71dvljDBN/4dBAzIb14D18yoS2Gj3xEnKUHHkj+Ndzm9Gk5WiMZgBi9nfv3i5Cdmfv3WVVZhI54Um3dpL8//f17gDh8oVDUCzvP0tYmPV4xvjcTprRUSmu9JvheeEHKOe2ev3bggGyKeLGUt71dPrsUfMKlS8DKlVK54DDjU0Fc7B3F9pXWDL4Ygq/Ql4f8PIUxt0o6jx2TjVG7Bd+ePfKZ7+2NevezDd3Yv7FqNhTOsKzY714PX3OzfNcVFbnzfgAFX5JQ8JHFMTP4YmAESpE/usOn4+03eM97gG3bgC9+0Xs9Cosgs9aiOHzT0yJin356NmihvKhgQUrn4Ng0hiZmsL66BICc0DyH2WGMSOgEEFXwmXKalGYgVVQA/+W/AA8/7P2ZXAYrodOMZCgqyJ/9t5jHTTcBY2PzkmnrKgPoGBxHKOShn/2BgfT37wFzF0BSIOIAACAASURBVLpevPiPhZ0z+AxeG77e2iq/7CznNBw4ICL/6aftf+1UMTP40tHDB3hP8LW2ulbOeb57GCENcfgAOU9EKelUSqHYn5/4LNhkMRUb+/bZ+7p798oxisvX1j+Gxq7h2XTOcJaV+N0r6Wxqcrd/D6DgSxIKPhIbrZecwWd20CIdvtWVRZicCc06HUvi84lAOnEiY1y+UEjj6uhkdBfnkUfm+ngsIVAWKMBQhOtlyjmvWSEnME8KPiNM6utnbzKCL3JnEQD8vjz4fXnJl3QaPvEJ2Un/9rdTex23OHVKSvhWrFg4gy+ct7xFHJGwHqXVlUWYDmr0jnoodt9rgs9rF7qL4ZTgs75TJqaD6Z/baef8vUj27RN32Yt9fCZhlw6fcOmSa/8WDR3Sv7i9znL4KitjOv8lfp97Dt/hw9LDVlOz9GMTweQbROnje65RxE40wVdVXOBeSWdzs7v9e8Cc4Ovudvd9MxwKPhKbnh6pTY/D4Yvs4Us4qRMA3vte6QX5whcywuUbGJ9GSGNhD5/WwF/91VxN+6zg8y1I6TSCb5u1Y+nJks7jx0X0l5fP3jQ0LifSaA4fAJQV+lIXfJs3y6DykydTex23OHVqVhT3jkyiuiRGidPy5XJB+/jjszfNDV/3UFnnwIB3SjqBzHH4zNB1Bx2+j//gOD7zozR/Ll54QRyWHTvsf+38fCmHf+op750LjOBzydWaxYuCT2tXh643dA6jqCAf66pk1m8shw+QWXyu9fCZwBa7qaoSJzmKw9fUM4ISfz421S4M1aosdqmHb2JCKpjcFnylpUAgQIcvQSj4SGziGMkwEauk0xJ8CQVRhLt8GRDJ32clMS7o4XvmGfk7fPazciK0BF/5Ig7fthXype1ZwRdWzgksXtIJSFlnyoIPkCHMHR2pv47TBIPAmTOSwgmgd3hq8dmMd94JHDo025thZvF1eCm4pb+fDl8y9PdLya4Tgq+3Fxgfx9n2QTT3pDmS/PnnZWamXX2KkRw4IOXcr7zizOsnS2urOAzFxe6+r9l88dLnoKdHho27mNC5bUUp8k3T+1IOnxspnR0dshHjhOAD5NwbxeHrHprEiopA1KdUlfgxPDnjfAhcS4sc3S7pVIrD15OAgo/EJo75KuMxQltWL7MEX7zBLYb3vU8EZga4fKZcdcFYhi9/WZLr7rtPHJ9ZwRfd4asu8c+KA8/N4hsYkC/1GIKvvChKjxokuCWlHj7DypVAZ2fqr+M0TU3A+Pg8h2/BSIZw7rxTfr6tJELj8HkquMUrJZ2Z5vDZPZLBYL3edOsldA5NoN+tUIZodHcDDQ3OlHMabr9djl4r62xtdb9/D5AN0cpKbwk+F0cyaK2thM65SpNFHT6/Sw6fGSfllODbuxc4fx4YGpp3c+fQBFaURRd8y6yqI8e/I9IxksFAwZcwFHwkNhcuyE7KInG7s6EtEYKvoqgAZYW+xKPmjct3/Djwk58kvGQ36RuNEr3/yivAT38qYwUCAREADQ3A5KRV0jlfBF2+Ooa1VcWz/35jXhN8pn8vQvANLeHwldrl8BnB53HxPxvYUl+PmWAIV8eWcPhuuEFOWE88AWDu33Fw3KVG+6WYmhKXyguCz4vOxmIYwRdjlE3SWK/X39iMkHbhYm4xXnxRjnYOXI9k9WpxzL0m+C5edL9/z2CGr3sFF8tbe0YmcXV0CtvryuZurKwUIRRlZEtJoUs9fIcPi8sdcY60DfO6Ea0NXUMTWBnD4Vs2O3zd4fNJOoauGyj4EoaCj8SmuVl2lReJW55L6Vz4o7R6WdHsUPGEuO8++QL54z/29IW+mbU2r4fvK1+RUp+PfUz+XF8v5X7nzqEsUIDhiel5yaWXro5hXVXxbEms50o6Te+AaR63MMKkLEpoCwCUFObbV9I5Oen9SP7Tp2W8yLXX4urYFLSOMZLBkJcHvPWtcjEbDCI/T6Gs0IehCY8IPrNr7oUePp9PdvJz3eGzBN/weSmjmpgOpS/k6eWXAb9/LkXQKQ4cEHE5MuLs+8SL6Vmj4BOMw+fCv8dsYEukw6d11J+PYn8+xtxI6Tx8WDYmnCrxjZLUqbVG99AklpdHP8dUFbvo8JWUzIWouAkFX8JQ8JHYdHbKfJVFMCWIkaEtALB1RRkaOocTf99wl++xxxJ/vkv0jU4hT8nMGwBSy/9P/wR8+MNzfUcm2fL0aZQX+RDSc8NgZ4IhXBkYF8FX4GHBt3Kl/ApjcHwaZYW+uV6KCEoDBfZEYpv39XpZ56lTMlakqAi9w4vM4AvnzjtFxFiR3jK2w6VUuaUwgs8LDh/gvQvdxWhrE0Ef8ZlJGUtATrRcnL3JtVlbkbz8sjgPTs9eu+MOcZufe87Z94mX7m4JqqDgEy5dkgt+FzaGGjqlpHF2JAMggg+IWtZZ4vdh1GmHLxSSks6bbnLuPerqpEUkrI+vf2waU8EQVpYvUdLpdHCLGclg9xzOeKitZUpnglDwkdh0d0ui4CIYgVLsX9jLdW1dGa4MjCdXpvb+98sXyZe+lPhzXaJ3ZApVJYXIM6Lnb/9Wxgh86lNzD9q6VS6KTp2adcNMH1/H4ASCIT3P4Ut71HokJ05ELVUZmphGeYxyTgAoLcyPOmQ+YTJJ8Fnifq7Ud5EePkB6lPLyZss6ywIedPi8IviqqjLL4aurk40rOykqAmpqELo0N4vPtej1cGZmZNC0kxe5hptvFufEK2WdpoTRxR6+iekgHj3ZjplgKC7BF/fsWzswCZ0uXPA3dAxjRXnhrJgBMPf9FKUCpLjQBYfvwgX5rnSqf89w3XXSx2fRNSS93itiCT5rE9rxDaF0jGQwLF8ubQdjSVSR5SgUfCQ2CQi+yB4+ALjOmpXT0DG04L4l8fmAe++VC4ugx0SQRd/I5NxF/cgI8I1vAO94x/x6dp8PuP56S/DJBaBxcUxCZ3gPn6fm8E1MAGfPRhd849Mx+/cAm0NbAG8LvpEROfGZhE4rvbWmbAn3Y9ky4HWvmxV84vBR8EXFa87GYjgxksGwZg0K2q/M/jEtfXyvvCIXWW4IvsJC4JZbvDOA3Qxdd9Hh+/nZLnzih8fx1adfXfRzoLXGF35yBm//+n9iasbhdEaDyyMZ5pVzAnE5fI4KYDNw3WnBV1c37xzYOSv4op9jKq0evgEnh69rLee9dPTvARy+ngQUfCQ6WssHaSnBZwmUQt/CHyUj+M4lI/gACYuZnpZobg/SNzo1l9D5gx9IHPunP73wgVZSZ3mEw2cE37rq4tmSWE+Ftly5ImJ769YFdw2OT8dM6ASkYX58Oii70qmQCYLPxMabhM54SzoB4K67pFSnoyPq2I600d8vRy/08AGZ5/A5JfjWrkVxdwfKCuWzdzUdDt+hQ3J0Q/ABsmHW0uKNfu40DF03s2y/9mwTmnVAZuNOLfx//86LLfiHly7i5OUBPHz08oL7HaG11RXBNx0M4UL3yPzAFmBJhy+kgUknxe/hw1LSeu21zr0HMDeeyPoMdC/h8AUK8lHiz3f2+6GzUzaFFwn1cxQKvoSh4CPRGRiQ0p04HL5AQd5cWWMYtWWFqC7x42wqgg+Ym/XiMfrCh2s/9ZSs97WvXfjA+nqgsxPLRuQi2pQ6Xro6hoJ8hZXlAeTnKfh9ed4q6TQ7yVEasofGZ5Z0+ACkHou9bBlQUODtWXxhCZ2AOHz+/DyUB+Io6bvzTjn+9KcoL/LR4YsFHT5h7VpU9nXh+tWymZaWks5Dh4CaGvdKuVasEIHjheCm1lb5TBhnyQU6BidQ7M/H9pVleKjJmr0YsfnxTEMXvvTEORy4fiVuXL8Mf/vMeefPJePjcrHtgvht6R3FVDA0v38PWNLhA2BPpUksDh8GbrzRuVmUhro6+fe2RjN0DkoVyfIYYxkAF4avX7Y2FVxyeBdAwZcwFHwkOqYZdon0pfGpYNRyTgBQSuHaunKc60giuAWY65MwZTQeo3fEcvhCIeDZZ6X0KBqWEKhqfhUAZvu0LvWNYc2y4tngk2J/vrdCW6yh4LMBNGEMxlHSCdhwslXK+7P4Tp0CyspmL3x6rFJfFU9fy86dEj//xBOWw0fBF5WqKlmTR8u7ZxkcFAfGIcGn16xB+fgw6pf5oBRw1cmSrVgcOiTunltBDWbTsavLnfdbjNZW1wNbuoYmUFcRwNfv24veQhE8011zYRWvdg3jEz88gWvryvGV39qFz9xxDbqGJvGPv2p1dmEuXvCbKqEFJZ2LOXx+h6tmpqYk1Mzpck5grtLF2vjsGp5AdYkf/iiVVYaqEr+zPXzm/9/u8TPxQsGXMBR8JDpG8MXh8MUSfIAEtzR2DSdX2meawT3o8E1MBzEyOSNleydPSgncrbdGf7Al+MrPnwWA2bK9S9YMPkNRQb63eviM4KupWXDX4Pj0bIlqNEotd8u20QxeFnynT4twsy6Ae0emlu7fMyglLt/PfobKAvn3CoU8ULo2MCDOalFRulcimE0HU2rqVZwayWAxsrwOALB9ehAVRQXuO3xDQ8C5c+6VcwLi8AHeSORLwwy+jsEJ1FUUYVNtKe69YxcA4OEnZT5q38gkPvK9Iyjy5+PvP3gjiv0+vGZTNd6wtQbf+GWTPd+/sXBx6Hpj5zB8eQqba0vn37GYwzdbZeLQv8HJkyL63BB8dfK5N+fBrsEJLI9RzmlYVuJHv5MbQhR8GQcFH4lOAoIv4F9M8JVjaiaElt7RxNdQWCjuhwcFX9+o6dPyA888IzfGcvhqa4GVK1HUIIIvvIdvXdXcBXVRgcccPlNCFyH4pmZCGJ8OLurwmZOtrcPXvYjW8xI6AZnPGFf/nuHOO4HhYWw9fxJaw55001Tp75dy2nTEbUejqkqOXu/jc1jwdZXLRc660T5UFfvdD205ckR+5tMh+NLt8GmdNofPDNh+7f5rAAAvvNyIJ0534GP/dAzdQ5P4uw/ciLqKuXPJp2+/BldHp/Dgiw6eO10UfA2dw9hcW7rQ0SoslF+LOHy2jAeKhhmE7vQsSmBO8IU5fCtjBLYYlhU7vCF0+bJsCJrvZrcpL5eU6yhin0SHgo9EJ07BN7FISScAXLdKSjCS7uPbsMGbgm/EDF0vFMG3ffviMwvr65H/ymkU5CsMjc9gcGwag+PTWBfm8AUK8r3Vw9fbK70JEf0qpuywonjpks4Ru0YzeFXwtbXJCcdK6ASkh2/JkQzhvOUtQEEBNh99HgC8UdY5MOCdck5gzuHzeh+fw4Lvcqn8O9SN9Fo7+C4LPhPY4oarYfCK4BsYkHJdF0cyBEMa3cOTc/PWrM/BjsA0/vs//xpHLvbjL+/dhd1r539Wd6+txG3XrcDfPd+MAad+RlpbZUNo9WpnXj+Mho6hhYEthsrKqILPbDqOOeXwtbTI+dGNHrZIwTc0GTOwxbDMjR6+tWvTtymolIg+L/T2ZggUfCQ6RvBFKecLZ6mSzs21pfDn5yXfx7dxoyd7+PpG5Iu0ulABzz8f290z1NdDnTmDZQV5GJ6YxuV+K6EzvKTTn++tlM6+PrnAiPhCN3MVFy3ptKuHDxDB19MjIUJe4/RpOVoOXyik0Tc6lZjDV1YGvPGNWP2r5wAgubmVduNVwZcJDp9Si2/+pECLXzZfqq92Y1lxAa6OuvyzcugQcM017v5smO+gdAu+NCR09o5MIhjSsw6f+Rz89tZSrKoI4DO3b8PbdkX/Wfv07dswMjWDbz3f7MziLl0SIeJPYHMrCcamZtA+OIFtK2IIvoqKqC6P4w7fxYsi9uyetxmNigogEAA6OjAdDKF3ZHLJks6qEj+GJ2cwnWpSdiyM4EsnFRUUfAlAwUei09MjVn1B7It6wBJ8i5R0FuTnYcvy0tSSOtvaZDyDh+ixHL5VF87KHLZY/XuG+npgchLbRzoxPDEzbwafwZOhLVECW0ySZDyhLcN2CT4zJsRrmIROy+EbGJ9GMKQTE3wAcOedKLvQiNWD3d5w+Pr7vSX4TNlQJjh8K1Y4dhF8aTSE3pJlKOy44vwOfiRazwW2uMjDx9sxVFqJ6Y40u/xpmMHXMSjx+7MOX3ExEAigcnwYL/3hrfj4rQtH5hi2ryzH3fWr8N2XLqJ7eML+xbW1uXLBbzZXa2P1Rcdy+PwOO3wXL7rn9prwso4O9I5MQuuwn4kYLLMqcByrAqDgyzgo+NzmgQeA978/3atYmjiGrgOLp3QaJKkzBcEXCs31C3gEcxJadvhFueHNb178CZYDdH1fK4YmpqMKvoAXQ1tiBLYAMig8FrY7fIA3yzpPnZILQKvsNe6h65HcdRcA4EDjSxga94CTOTDgnRl8QGY5fE6NZABwZWAcfVXLodraUGWVdDo6WDqcS5fEZXNZ8D35SifaC8tx8uir7g0Uj0YaHL7OQZnBN+vwAbMjSuJJAf7UbdswFQzh68822b84h3/WDUawVBXH2ESJ5fAVWg6fU+fUlhZXy3tNeFnn4OJD1w3LSuTfq9+JKoCZGSkvpeDLKCj43GR8HPiTPwF+9CMRMV6mu3vJkQyApFUu5vABktTZMzw5ezGcEOYL1WN9fH0jkyj258P/y+eAXbuWLH3F9u2Az4drultmHb5lxQXzyiKLvNbD19e3qOCrWGLwOmCz4PPiLD6T0GnRO2wJvkR6+ABg2zZMvPb1+OiRH2N0IMnyZzvxWklnRYU06GeCw+ek4Osfx0jNSqCtDctK/Ji0ApRcwe2B6xbNvaMYrqiC6u7Cp390Mn0ptq2t4rAt9V1vI+bivi6K4IuHjTUluPeGNfjBoUu4Yg1wtwWtxeFxQfCZ4eHLSmJsMC7l8DmRVDoxIecjN4eOW8PXu4bkHLNUD58RyI44fO3tcg3rwv//olDwJQQFn5s89JDsUE9NefPiNZx4Hb4levgA4Lo6CW5JyuUzX6ge6+PrG51CXSGAl15aupwTkCSx7duxqb1Zeviujs3r3wM8mNIZq6TTCmJZzOHz+/Lg9+XZV9IJeM/hm5wEGhrmJXSaUt/aREs6lcLM/V/AipGrWP3w9+xcZeJo7T3Bl5cnjmNfH0IhjT957CzOtidZNeAkDgu+9sFxTK1aDVy+PFuyddWtss5Dh6SPKOzn3WmmZkL4f+y9d3hjZ509fq66VSxb7mXcxmNP8ZRMzYRkJiQMkwRICCxsSIDN0vsuLN9ttN3lByws7AYISWAJJbQQQiAhCYT0SZ0+46lu497Urd7v74/3vqr3SrrSvbLD+jxPHk9kWZavpHvf857zOWfaGYBxTSt64ccfTs/h3/9wrnKqZjpoQmcFQyrmPSFolApYDGkbSCIIHwB88tp1iCYS+PXRaememMcD+P0VUXjcXLVArUiFj65LZFH4qOOo0grf/DwWPVThy0/4aijhk+P8sNyVDBSrhE8UVglfpcCywHe/m5qJW2GKVQ6KJHyBSBy6IiydQImEr62NDEWvsONl94Wx1zpCdvoKBbZQbNmCNTOj8ARjOR18wAoLbWFZQYXPU0RoC0BsnX/Rls6LF4m1Jb2SwUfrOkQSPgBVB67BS51bsPnn95DF1HIhGCSbUivJ0gmQOT6nE7PuIO59cRyPn1lhm2Y+H1l4ykT4/OEYWfy2rwE8HtQnyOaCLJYtPhw+TCLoC8x1S4kppx8JFlC3NqPa48IHruzGT1+ZxJ3PjFbsOSSxDB18i0shNJm1mfZNkYSvraYKu7os+NNZCT8vdMFfQYUvg/SmQ2DRr1Aw0GuU8ih8dD1SScLX3Ay4XLDbl6BSMKgTOh4c6PGSpXydphGvEr7XFFYJX6Xw6qvAyZPAJz5B/n+FEZgMxGLkglIE4SvG0llr0KDFrCttR16lIieVFXa8HL4I9kycJsrDvn3F/dCWLai1zyPucmLWFcxR+FZULYPXS4JyBEJbtCpFQaJv1KqkqWWoqiIn9pVG+GhCZ1Ylg0rB5A20EYJSweDua26Hwe0A7rpLqmcpHnS3fCUpfEByoTtm8wEAFjwyBFGUA7oIlimmnlry1N2EdDQtkRCjilQzRKPA8eMVt3OO2cjGh35NGxifD/96dSduvqwN33pyGL88XOG57snJyi7wQUJbcsI5RBI+ALhhoBnDiz6MWn1573dswom33fVS4Y06metH0uEKRKBg8mww1tSkNqmyoNeo5FH4qOOo0pZOAMGpWTSatFAo8ivNNZwDwC1H+fpKU/iWQ/F/DWKV8FUK3/se6Qz53OfI/68wApMBejEpQPii8QSicbagpROgwS1lVDOUcLwCkRieuShPlLfdF8bA8Alg586cnjpBcMSga+4SYgk2h/DpNUpE46x8McpikFa6zrIs5peCeGHEhh+9OI5DI/aiCI1Bq4JPqkjsldjFNzhI0hj7+pI32b1hWAyaghdjIYz3bcWFbVcAX/86Id3LgZVK+DiFj5IAOt+0YjDKqU69vbI8/KyLED5jbxcAwOIi57aKEL7BQeJmqPT8Hvda1/aQhaXCZsU3/moLru5vwOd/fwYT9gop4X4/OScuS+l6VeaNdXVkNETEIve6AUIWCql8dz03hhNTbpyaLlBmXWHCV6PPc06l11/eLj6lPCmdExNE6ab9eJUA97uis/NoMue3cwJkA1mvUcpj+Z6eJnVCxa595ILZTASKoITzqX/BWCV8lcDiIvDAA8Dtt5OTdWvryiZ8xZauc2pUcYTPhDGbD+FYCQSgxC6+352cxft+cgzzS9KeDBIJFkGXBx0jZ4qb36PgrH/rbRMAwDvDB2BFqHzRBfIe+PpRGzb/25+x92vP4D33HsF/PHoe80tBvHlL4Z4xo1YJX1ii3cWVSvg2bcroYSKl6+LtnBQmnQoP3fghsrj87neleJbisVIJ30pX+IaGyNf+flkefoZT+Cx9PQAAs50QvorM8C1TYMu43Yd6oxZVbdzCenERaqUCn3/TBiRY4NikqzJPZBkSOslGWwjN2WmMdXVAPC7KytZs1mF7Rw0ePyN8Dp11B/HcEDnvn5kt8Ni0b7IChMfljybVKl7Q8xTP8dBrVPL08I2Pkw4+ZeG1jxjEEywePD7Dv+nLHWtmYR5NpsKED5CxfH0lVDIAecn+KnKxSvgqgR/+kFhiPvYx8v9dXa8NwlcgpZMGjOgKWDoBovDFEixGFvNbSnjR3U0W+yJ3cWialdVTQjpoHnhCUVw2dRbKeEwc4WtrQ6TajA3WCQDImeGjx3E5g1uc/gjufGYEn73naQDAjEKPt29vw5ffOoBfffByHPv8G3DyCwfwxbdsLPhYZIbvL1zhS7NzAmSGT3QlQxqqq9Q43doHvOUtwDe/uTwXMhe3iF6hM3xjnC1txSl8Q0PknCnTcZtzB6FWMqjv6wYYBlWLc2AYmUIZsnH4MNkArLDCdcnmR0+9gXQbAslrU3e9EQaNEmdmCihRUmEZOvjcgSjCsQS/wgeIt3VubsH5eQ8mHfyq6K+PTIEF6Vc9Wwzhk7FvMh2uQES4kgFILfp5glsMGhkVPhnsnEfGnfjsb07jyfM8ziSO8KmsCwUrGShodYvkWCV8r0msEj65EYsBd98NHDiQ2vktUbGqGIpV+CJkF6pYSydQYnALnZsQecwcXGKi1Dvgdl8EV0wNIqFSA697XfE/yDDw9W3Eets4VAomM2obaQpfpPKWzmAkjn956Az2fu1pfPPPw1ivJsfs2584gH+/aQDvubwTe9fWod6oLar/CSCWTklCW4CVR/jsdpK0m5VYSBS+0hdB1To1CcX5938nxOuOO8p9puKxkhU+rxeT8+T5+cIx+OQIZCgVQ0OyqXsAsXS2mKug0GqAlhYoZmZQU6WGS44ZnWzQwvUKJlQCpJKhpyGN8C2ShbBSwWBTmxmDhYiJVKAKXwVn+KiCnX2dKJXwHdxEwq/+eDb3PBqLJ/DrY9PY39eAvT11xRG+CkXyO/2RZKccL/IpfFoZZ/hkeC/QBE7e49/QAFahQLXLXpSlEyBzfE65ZvhWCd9rDquET248/DAwO5sKawEI4ZueJqrfSkSRhC8owtLZVWdAlVqJ8+VUM4hURWnvn0NiwufwhbF3chDebTtIL5MIhDdsQr9tEu1mLVTKzI8fPY6BaOUXsQ+emMGvjkzhrdva8OdP78NHB8hFVNFQeueUSaeSppYBIITP613e9Mp00MCWNMLHsiwcvoj4SoY0VFep4A3FgMsuA972NuC//zuluEmERILFPc+PweYVUL5XKuGzWAAAMYcjWfWyolQ+uQmfO4i2Gk7taW9PdvHJksKXDpeL/G0VtnO6AxE4/RFC+KjbZDGlfGxpM+P8nKcyM8+Tk0TNoonBFUCqYFsawrfGoseWdjP+yJNu+/RFKxY9Ydy6uwOb282YcATgCeVZn1SQ8LkCkWQFCS8KKXxSbwoFAuR9KAPhs3rJa85rqVUqEa9vQKPfVbSl02KQwdIZDpO/XybCN2bzCarQOVglfKKwSvjkxve+R2wgb3pT6rbublJaOS1hL46UsFqJN72ANSlJ+DSF30ZKBYP+ZlNFu/gcXES+o5TC9zxYmrdhYHEM0f1Xi/7ZxOYtMERD2JHIvTjpqaVzGaoZxqw+GDRK/OfbN6OvyUQWEwpFWYt+g0ZChY/Oisio8v3DA6fxu5Mzxd15cJB8TbN0eoIxROKJsmb4kgofAPzbvxGS+61vlfx4fLi44MV//vGicMohJZgrjfBxC92aoBev6yX/XjGEz+0m502ZFb5WSvgaGgC7Xb4ZnXQcPUq+LkPhOgD01BtJ/5/ZnEH4NrebEY4lShsTEIvJSbLAVVRuySS1wgcA1w004/TMEmZcgYzbf3l4Cs3VOlyzvhGbWslmyrnZPNfqChE+lmXhCkTzK3x5Fv16jUr6qiOq9spg6aSbcOfmPLxdk+GGRjT4XWguUuGr1ctg6ZydJV9lIHyJBIv33nsEb/7uixheLCK0LA/ZX0UuVgmfnDh3Dnj2WeCjH80c7i1RsaoYrFayoChwcaPEpEqtyns/CprUKbo0t7mZJfbl1QAAIABJREFUXPBFHi+q7Elt6VS99AKUbAKqN1wr+mcV24gitNOR+7fQmoPlmOGbcPjRVW9I2TXtdqKolLHAMerIxTaekCAyWeYuvmlnAL89MYOvPX6xuGChM2fIZ4RazQDY/eRiXW8qw9JZpYY3HCPHbPNmovLdfbeksdMjVnIhPTrh5L+D202U6wrM54gCJXwhL67oJcrziglukTmwJRJLYNEbQlstR/i4AJtavUb+0JbDh4mVc9cueX9PFmhCZ3eDgdzQ1JRynwDY0k42JM7MVmCxtwwdfPNLITAM0JA9E1wG4bs+mdaZOo9OOwM4NGLDO3etgUqpwOY2sogWtHV6vYRcVYDwBSJxRGKJ/DN8dGOKT+HTKuGXeoaPbjzLovClxlDmeTazvLUNaPQ5i57hq9Vr4A3FpFXBZaxkePWSA7PuIELROG7/0ZGkxVUQqwqfKKwSPjlx112AVgu8//2Zt690wmezFd3BB6BgDx/FxhYTloJR3hNZXjAMudiuEEtnzasvIqTSwLT/StE/q99xGRaNFtz8g/+PbAakgR7H5UjpnLATwpeE3c5bui4GRi3ZCJDkgisz4XthxA6AXHAfPjVX+AcGB4mdM22myc5drMtT+MgxS/YXXn89iWAfla5omoaeHJ908S8E3O6Vp+4BSUtnfdiLXV3k3wUXBJWCzIRv0RMCywLtNZmEz2JQy9OzlY7Dh4ENGyoewX7J5oNKwaTSjJuaMhS+ToseJp0KgzMVWOwtQwff4lIIDUYt1FnWf9TUkPNOCYSvu96ADS3VGYTv/qNTYAD89S6ygK8zatFq1gkndcqo8GSDbmbU5iN8JhP5KqTwSZ3SKWPpus0bTo528B1/t7mOWDqzbb4CsBiIFVZSlU9GwvfgiRmYtCrc/6HL4Q5G8bc/Ppp/TnuV8InCKuGTC243cN99wC235C6c29uJ4rdSCZ/VWhThC0SKn+EDygxuEdnFF47FySwUpFf4Wk+8glMdm6CsKu6kmw6zpRqLjz0JTXsb8MY3kgRXDvQ4Bisc2hKNJzDtCqK7Lo3wORy8petiYNBmkZdyIDvhs6HVrMP6ZhP+99AlJPKpkvE4cPYsb0InUCbh4/oNk/Mzu3eTrzQWXwKMcIQvGI3z7+KvVMLHvR97lVEYtSqYq9SSV64Ui0gskWm9Hhoi9Rw9PbL8vhmugy9D4fP7Ua8BnIGIeNeEGAwPAwMD8j2+AMbtfnRY9CnC09iYQfgUCgab28yFKwTKRThMApoqrfB5QvzWPTpuUQLhA4DrB5pxbNKFRU8I0XgCDxybwdX9jan5UACb2sw4OydwXOmCvwIKH93MyGvpVCpJxzFfD59GiUg8gUhMwmvqxATZyJdhntPqDePyHgsUDHCO531tM9Si3u+GUVVceBI9bpJuCsn0+vvDMfzp7ALetKUFOzotuOu27Rha9OKjPz8urFAajWTzY5XwFYVVwicXvvMdwOcDPv3p3O+pVKTDZSUTvgKVDIC40BYAWM8RvvNzJRI+ETN86SRP0hk+vx+NU6MY6d1S+L4C2LJvOxSvvAxcey3wwQ8Cn/0sEI+nQlvkiJHOgxlXEPEEK5/CJ8UcX309sZfKQPhi8QReHLXjqnUN+PD+HoxYfXhu2Cr8A5cukYoQnoROoFyFjxC+JTrHt3EjYDAAR46U/JjZGLX6sHUNIXS8tk6Xa2USPk7h62ZSs00LS9LO5xaLrzx2Hu/8/iupG4aGCNlT5wmXKAOzXAdfW7rCB6A56kcklpB+TikdTmfZ54JScMnGJXRSZCl8AJnjuzDvKa3ftVjQBW6FCd/CUhDNQkoOp/CWghs2E6LyxLkFPHV+ETYvCWtJx+Y2M8btfn51pYKl6zSQKG9oC0CUHh5Lp567Bkk6F0/tvTLMc1o9IXRY9FjXaMJZnnXSXFUtlGwCjN1e1ONRZVTSTe+ZGbLhYDAUvq8I/OnsAgKRON62nbyvru5vxFdvHsALI3b860Nn+De1FApBsr+KXKwSPjng8ZA49RtvBLZu5b+PSMWqoihS4Uv18BX3NjJqVeis0+PCQonVDE4nObZFgAa2GLUqaS2dZ85AwbJYXFu4hy4vzGbg0UeBT36ShHLcfDOqImRRV2lL5wQXjtBdn5Y46nBIRvgkic5XKsl7UgbCd3pmCd5QDPv6GvDmLa1oNetwz/OXhH+ABrbwED4FQ5LRSkV1FTlmSYVPqQR27pRM4YvGExi3+7G3pw7d9QYcGechfG73yuvgAxDVGxBVKNHGks9JU7Vu2SydxyZdODu3lNqcqUAlAwC01HAEgPtsNkXIZ1e2Ob5EgmwAVPj9EE+wGHf40V2fRfhcLiCS+lu3tNUgGmcxvCBjcMsydPABJJAoJ7CFogzC19toQm+jEY+fmccvj0yhxazD1f2ZG7yb28xgWYHNWUr4WltL+v1iQAOJ8ip8ANmgElD4AInGCijGx2Wxc4aicXhCMTSYtNjUVs2rXE9pyaZ5sddBSvjEBDsdn3RiJF9gikyVDA+dnMEaSxV2daXONX+9qwOfuqYXvzk+g28/PcL/g2bzKuErEquETw7cdRe5MH3hC8L3WamELxgkQ9nFzPCJtHQCwIZmEtwiGiLnHqnasq7JKO1i6ORJAMBS/6byH0ulIkrwnXcCjz+O2k98GEDlQ1vGOcLXSS2dLEsUvjItnUadhIQPkK2L74URGxgGeF1vHdRKBd53ZTeOjDtxalogDGJwkOwsbswk/XZfGBaDBkpF6V1lVOHzBNOO2e7dwKlTxFpWJiYdAcQSLNY1GrG7y4KjE65c++oKtXROOoNw60xoipL3a4tZJ34eWALEEyxGrT6wLDC86CMW35ERmSsZAmgwaaFVceda7rNZFybnUtnm+LxeQvo4dbVSmHMHEYkl0NNgTN1IA5JstuRNW9rJDM+gnMEtlOBUsHcsEInBE4oJ962VQfgA4IaBZhwZd+KFETv+mgtrScemNkIseO2yMzPEAaQTP9IgFnT2LG9oC1BQ4ZNUAZepdJ0mdDaadBhoNcPmDcOataE1puLmFedzqzX4QDcfi+3qjMQSeN9PjuGfHzojfCcZCN+cO4iXxxx422XtOT2/nz7Qh7dvb8cdT43wb1CuEr6isUr4pIbfTxSb664jO/NC6O4m9pRAQPg+ywF6MRWj8IkhfC3VmHD4xdsWRVYzUIWvv8mEQCQumaXD8eJhuHVG1G7oleTxAAAf/zjwqU9B+YdHUB3yVXyGb8Lhh0mrQh3dRfX7yS56mQqfQSOhpRMg1QwyEL5DwzZsaa9BDbeouGV3B0w6FX5waIz/BwYHgXXrgKqqjJtt3khZdk4AMGfP8AEkDj8SAU6fLuuxAWCUS+hc12TE7m4LloJRDFuzNmBWKOEbs/ngrjKhNkTUnKZqHRz+cGV62NIw7QwgzM0EXZz3AFNThIzLSPjm3KGMGStK+GpDRIGRrYvPyS2wKkz4UpUMaQofvSal2Trba6tQo1fjjJzBLZRIlLkBJga0bkQOhQ8Art/cggQLKJhUWEs6Gk06NFVr+Wd8K9nB54+AYVKzzYIQWPRThU+yMQmfj2yGyhHYwm1SN5i02MxtZKTPUbIsi2GG2wApkvDV6MWFthwatmEpGMWJKZdwT6sMhO93J2fBssDbt+e+rxiGwX++fTO+9Y6tGepfEquEr2isEj6p8f3vkxNCPnUPKLlbTnYUWboOEMKnVjK5KWJ50NNgAMsC006RYQslK3xkR8zhL18dicQSsL14BKOtvfjAPonDGW65BUw0iuvHjiyLwpdTyQCUvcAxcQqfV4rQFoAofEVe6IrFUjCKU9Nu7F+XIrdGrQrvvrwTfzq7kLS7ZuDMmRw7J0DCiDIsaCUgpfClET4a3CLBHN8oF9iytoEQPgA4mr5rmkgsG+H77G9O40sPnxX8/pjNB7fOBKOfXNybzTqwbCrKvFKgoTcA6TSUO6ET4ErXa3MJn8lPCJ9sXXwc4ZtVVBW4o7S4ZCPHmFfhSyN8DEOCW2RN6nS7STBEdbV8vyMLgqXrFGUSvvXNJqxvNuH6gRa0mPlf281t5mUnfM5ABDVV6sKuiZoafoUvueko0TVVzkoGT4rwbWipBsMAZ2ZSllp3IIpZHXdeLvI6qFMrodcoi3Y5PXx6DhqVAiwLPH1hMfcOgQB530lI+FiWxW9PzGBXVy066vS891ErFXj7jlz1D8Aq4ROBVcInJYJB4L/+C7jmGuCKK/Lfd6USPjEKXyQuSt0DUjY/0Z56i4UkMhVJ+Bz+CLQqRTLSWwpb5w+eGULX3BgartqTXJhLhl27gM5O3DD0YuVn+Bw8lQyAZDN8khK+xUVCSiTCK2N2JFjgqr7MGZa/vaILKoUCP3wxa5bP5wPGxnISOufcQcy6g8m6gFJBPx+e9GPW3k7UTQnm+EasPrTVVMGgVaG9tgotZh0OpxM+n48c3wrPbEXjCTw6OIcHj88IBnCMWf0ImsxQuUkxPE0wXKhwUictBO5tNGKoAoQvkWAx6w6mKhmAFOHzcQqfzITvC4fmKpqIeslGXAf1xjQrHyV81sxApS3tZgwteuU7b7rdhOwtS+m6ANHmUlpLtXkzDIMHP3oFvvVOgYwBAJtazRiz+XLVsUoqfIVK1ymEFD6txAofXa/JYukkr3ljtRZGrQrd9YYMhW/RG0JYpUHUZBa18Vls+bo/HMOT5xfwjh3taKupwpPneQifDPbm0zNLuGTz86p7RWGV8BWNVcInJe69l1jOCql7wMrt4hOh8IWicVHze0DK5ie6G4dhRM092n1h1Bu1qOMWDNTiWSpGrV489uAh6GIRdF77urIeixcMA7zjHbji0gmwToFCbBkQiSUw6wqiuy4rsAUoW+EzV6mhUjCSqKsACOGLxVI2Mwnw/LAdRq0K29ZkKlqN1Tq89bJW/ObYTGbK61lOgcpS+GjaJVXNSoVSwcCkVWUqfAxDVD4JCN+o1Ye1jUbuYRns6rLg6IQzlYBGd8krrPCdn/MgFE3AH4nj1Uv8r++YzQfWYkm+P2mCYaWTOkcWvWg167CzsxYXFzxgL1wgx6uIZONSYPeHEYklMhU+nQ7Q66H1uKBgALdMls4Yt/kzBR0+/osT0sbb58G4nSR0Zuzo8yh8ALC5rQbxBIvzpdT9FINlULzpbGrelE6gLJXPqFXl3bDd3GZGIju4JRAg598KWjrzdvBR0NCWrCTHpMIn1QyfjAqfzUtCv+oMZCxgc5s5o5phkVMAY01NokYbag3qohwAT11YRCiawE3b2nBgYxNeHLXnEmUZOvh+e3wGWpUCN2xpKe0BVglf0VglfFIhHAa+/nXgyiuB/fsL37+piVy0Vyrha2jAo4Nz+PFLws8vGI1DX2TpOoW+nNQsEdUMDl8EdUZNci6tnKTOeILFPz44iMuc3LG47LKSHysv3vlOqOMxrHv1GXkenwfTrgASLGRR+BQKBvVGbdKqUjYk7uJjWRaHhm24Ym0dry35Q/t6EI4lcN8rk6kbz3DD7DyEz6BRYn2zqeznVV2lzpzhA8gc38hIWWQ3kWAxZvNhXWPKJre724JFTxhTTm6WeJkIHyXMGqUCT/HsLLMsee7KhvrkMaCL4Up38Q0v+rCuyYT+ZhNcgSii5y8SdY/PbiQBaEJna7baU1cHhdOJGr1Gthm+pVlyPdg80IUTU2587Y8XZPk92bhk82XaOQESA19VlUP4tq4h806yzfEtA+FbWArBXKVGldD1VQLCVwjJObJ0W2cFS9cBTuErhvCZzSQ8yZ9pwU8qfFLNkY+Pk/dgERviYmH1hlFn1CbtqwOtZswthZIbjovcJgDT0iJa4XMWEdry8Km55EbWGzc2IRxL4NBwVv2DxIQvHIvjD4NzeOOm5tJdU5TwydlF+heCVcInFX76UyJ3f+ELxV34GYbsEq1EwqfT4bgjgr+//xTueV4guAKlWToN5fTi0ONVxAfb4Q+jzqBJplQ5y1CZfvbKBE5MuXG73k0KV+Wa1dm5EwuWZmx95c/yPD4P6IxaBuGjiwgJurcaTNrkMHrZkJjwTTgCmHUHc+ycFL2NJlyzvhG/OjKVSrIcHCTW4qyI9qPjLmzvrM1JuysFJp0qM6UTSM3xHT1a8uPOuoMIRRPozSJ8AFLpZy5il6y0pfP4pAvttVXY19eApy8s5nQu2XxheEMxVDXVE5UhFEKNXg2tSlHRaoZ4Gmnu58g9K3Mlw5yb/H0ZCh9AFv12O2r0arj88qR0euYI4XvXwS24/You/PilCTw6OCfL76IIRGKYWwplBrYA5JrJ08XXXK1DvVEr3xzfchA+T55KBqAihK/RpEW9UYszs2kKXwVL1wGq8BVBBOjrk6X0yKLwdXXJsrlj84bRkBb6RZNSaR8fPc+p21pFET6LQVPQAeDyR3Bo2Ia3bGuFQsFgV7cF5ip1rq1T4tf/2YtWuANRvH17W+kPYjYT50+wsht/r0WsEj4pEI0CX/saWZQdOFD8z63EagarFfGGBnzslycRS7Bw+iP8hZcgCp/gDqQAyurF6e4mM0ZFXOQcPpKYaNSqoFEpSrZ0zrgC+MYTQ9jX14B1c6PAwIBs5cpgGLyy/RpsOHc4tfCWGbSSobsuS+FjGEkWOQ0mrXDal1hITPgODZN51X3rhIntmza3wOoN4xy1NQ0Okvm9tHkedyCCoUUvdpc5v0fBq/Dt3ElekzKCW0ZoQmca4ettMKJWr04RvmVQ+FiWxbFJF3Z1WXBgYyPmlkI51S1jVvI+rW7n3gNOJxiGQbNZhwWpFOQiQBM6+5pMWN9cDUM4AK11QfZKBkCA8DkcsOg1ss3wBRZsCKi16Gitw7/esAHbO2rwTw8OJsN/5EDynNTAE4DU1JQzw8cwDLa0m3FGrmoGt5ssKiuIhaWQcGALUBHCRwJxqjMVvgqWrrMsC2cgUlyvKX19soJbqKNIMoWPEj4ZYPWG0VidRvhaMxXWBU8ItXo1lJTwFalo1RZxfnj87DxiCRY3biXdimqlAtesb8TTFxcRS09Bnp4m6qa2vDRqit+emEWDSYsre8vYXKav/aqtsyBWCZ8U8HqJlfNLXxK387MCCV9icRHjCgOWglG8fXs7onE2M0AiDcGI+Bm+quQJuIQdtyLnHlmW5SydWjAMgzqDpiRLJ8uy+NzvyMzWV9+6CcypU/LZOTkc3/MGqOJx4Pe/l/X3UEw4/DBXqTMH4+12EpKjFPfa8qFxBRO+F0Zs6LDoU/2DPLi6vwEMAzx9cZFcYHkSOo9NEHK+q8z5PYpqnTpzhg8gF7X168ua46OL9HSFT6FgsJOb4wOwLIRv2hmEzRvGjs5avH49sUplJ8SNcamNdWu4OQ9uodtUratoaAsNbFnXZITFoMGOMBdyJXPpukmnyrU8cYSv1lBcKEMpiNrsWNKZ0GjSQqNS4Hu3bYdWrcTHfnFcuiCMLIwnKxmMud/kUfgAMu80avVJVwGTjv+jCh8ADLSZMWL1phw5lPC1laHIFIlgNI5ILFF8aAuQs+hXKxXQqBTSKXwyla4DgNUbQqMpRaTMVWp01ulxjgtuWfSEySZASwsQChVNcGr1GnhDsbz1NQ+fmkNvoxEbW1JJtAc2NsEdiOLYZNrms4SVDMFIHM9etOKmra3lOWNWCV/RWCV8UsBiAX72M+CGG8T9XHc3uZjwxAkvFxZHpzGlNOJrb9uMK9eRi4pDwJIXLCG0JWWxKFHhAwrO8XnDMUTiiWTCm8VQ2g74oRE7nh+24R8P9qPd7yQX123bRD+OGCz0bsJ8XQvwwAOy/h6KCXsg084JkL9Tos6pBpMWdl8Y8exy71JgMgF6vSSELxJL4JUxB/b15d9ZrDNqsW1NDZ69aCXzKy4X7/yeWsnkBL+UiuoqFX+y6Z49ROErcVZhZNGHeqM22TeYfNhuCyYcAWIZospyBRe4lGzu7KpFo0mHrWtq8BQP4dNrlKihCh+30G0x65KJhpUArWSgdS97Y9yCW+5KhhqetMY0hU8uwsc6nQgYzVBwc0Ut5ip8+5ZtGLH68LnfnRV0f5SDSzZO4eOrOGls5CV8W9q5gBE5glsqTPii8QTsvvCyK3wAIXwJFriwwB3XmRmy3tHzx+dLCXrNFmXp5FlLGTRKaTYnlpbI+VGGhM5EgoXdF0GDKVM5G2g148wsJXyhFOEDir4OWgzk+LkF5vjm3EEcGXfipq2tGSFJ+/oaoFEpMm2dEhI+byiKWILNXX+IxSrhKxqrhG85scKSOh8bnEfCakNtVxtuvqw9mRYlpI4Fo3HoRFo6lQoGOrUCgVJn+ICCx4vaN2lCZ51RK0ha84HOt71laytw6hS5UWaFr0qrxrNbrgaeekrSNEohjNv9mQmdAFH4JJjfAwjhS7ASxcYzjGRdfCemXPBH4rhqXeFkxWv6G3F6ZglLrx4nN2RVMhyZcGJLe43oeVYhmKt4FD6AWMZttpKrXEZtPvQ25l5cM+b46IKpgha2Y5MumHQq9DUSEnVgAzne1jQiN2YjqY2KBu59mRbcsrgUloV48GGYS+iklSMDvnkkwCDWLXEvZxpmXEG0Z9s5AbLod7lQU6WEyx+V5Rio3C5EzZlk56p1Dfj7a/vwu5OzeG7IJvnvvGTzodWs4x8XaGoin4F45vVjcxt5v0o+x5dIAB5PRQmf1RsGy+YpXQdIcIhWK7v1nx7XpK2zoqXr5BxYdGgLwLvo12tU0vTwTXLhXTIofM5ABPEEi0ZT5ms+0GbGtDOIpUAUi54QCaqiTpeiy9fJ8RPaFKIzuW/h7JwURq0Kr1tbhyfPp81US/j6h6JEcSz7urlK+IrGKuFbTqwgwjdq9eL//eYUGoJL2HLZOgBIeueFyFKoBEsnQKoZSrLeVFeT3cUCx4uWrlPCWqql08vNUZl0akL4GIa3cFtKVKkVeGLDVWQIWWZbZygax9xSUF6FjxtCl9TWKYHC98KIDUoFg71rC/+d12wgNsPJ518lN6QRvmAkjrOzS2X376WjWqeGNxzLVUX37CFfS5jjY1kWo4s+rGvMTRHd2FINg0ZJlDbaOSaBnRcATk278d9/HspLRo5POrGjszapIl27gcTvP3MxNas1ZvVhbYORfP6BVDWDWYdIPCFfD10WRriEToou+wxmzI2Y8MvXnTnnDqJVSOFLJNCSCCEST0hnW+PAsiy03iXeAJ+PXr0WHRY9vvHEUCrQSCKQSgYeOydACF8ikbMZ1litQ3O1DmdmJHbLeL1EUa8g4aMW5eZ8hA8gr4vMhK/FrIPFoFkewscRlKJm+PIpfFqJFD667pCpkgFArsLHBbecnnFzqq82pfAVSfhSwXX858iHT81h65oaXqXtwMZmTDkDGFr0ks/C0lJS4bP7wvj7+0/iQomqepDrzdSpy6Qhq4SvaKwSvuXECiF8L4zY8Dc/OooGNgxNLAJlM1lw1XOLdbtA4Ekplk4A0GuVpaV0AkXNPVKCWlempdMTikGnJjMAOHkSWLeOJDTKiCq1EqcaeoCeHtltndPOAFiWxzolscIHQNqkTkkInx3bO2qKioLe2FKN5modQsdPAR0dGYu/U9NuROMsdnVJl2pZXUWeky/b1rl5M6lyKWGOz+oNwxuOZczvUaiUCmzvrE0pfBIubh8bnMN3nhnFqWn+hbg7EMHwog87O1PHb32zCW01VXjqAiF8wQjZmFjbYExtRGRVM1TC1kkTOvuaUsewfm4ClyztOSEzUsHuC8MTimFNLY+FjjsWjVHiRCima0sMrN4wqoNeKOtzNzM0KgX+4Y19uDDvwR8kTO1kWRaXODWXFwJdfACpERiclXjRtwwzrckOvkKEz2KRnfAxDIOBNnMqqXMZCF+2BZ0XhRQ+KTZDZCxdt3KEr5HH0gkAzw3ZkGCBJrNONOGjCilfUueo1Ydzcx7clKXuUbyB2+x88txiRiWD1RvCu37wKn5/aq5klT/EEb5S1pAZWCV8RWOV8C0namvJm7VEi1a5WFgK4eO/PIH33HsEaiWDuw92kG9wHTMphS8P4RNp6QQ4ha/UHbeuroLHixJUSlgtBg0CkbhokukNRYm6BxCFT+b5PQDQaZQIxhLAO99JbJ0yzmjQcISu9NASlpWU8FGLilWqBbkEhM/pj+DM7FJRdk6ALHpev74RNWMXkRgYyPje0QknGAbY2SmlwkfsgjlJnWo1sH17SQrfyCI3e8ZD+ABgd5cFQ4teRO0OSRe3dKH1i8NTvN8/MUUWrDvSjh/DMLh2QyNeHLUhFI1j3O4Hy4IQPmplo6Et3KK4EtUMU1xCZ1LhSySgGx/DeF07hhbEEb6/v/8kvvjw2YL3e3GE9GDt6eF5f3GErz5MXlup5/gmHQHUhHzQNvJ/Tt6ypRXrm0341p+HJStkt/nIxkROJQMF7T/jm+NrM+OSzZ90ZkiCZSB8Cxzha6nmUXXTUQGFDwA2t1VjZNGLkNdP7LQVInx0k7Yoha+qipwfeRb9Bq1SmpTOiQnSBSmR+yUd9PqYrfDVGjTc5hd5vzeZdGTNqNMVT/i4GT4nT3XLI6fnoGCANwuUnjdW63BZRw2evJAifE5LI275wauYdQehUSpg9ZZ27g0lFb5VwlcprBK+5cYyJHVG4wn876FLuPZbz+Gp84v4zIE+/Onv92GjkvvgchdVjUqBap2Kt8MukWARiiZK+rBWaZSlzfABqfL1hPACgxJUeqGg4S0OkV18nlAMJp2KXPTHx2Wf3wPIblcklkD8r95B5lRktHVOOHgIXyAAhMOSXdTqTeTYS6rwOZ3kOZaIl8fsYFngyjx1DNm4tqcG3fZpzHasy7j96IQT/U0mmIsJFigSVOFbEprjO36cVMGIwChXycCn8AFkjo9lAd+iXdIOPrrQenRwDks8oQHHJlxQKXIDb96woQmhaAIvjdqTCZ1rGw3EVl1Xl1T46JwTVUXkBE3o7KOEb3YWTCAAT2cPLi4Ub2tiWRZPX7DioROzeZNSEF0fAAAgAElEQVTzAOD5YRssBk1ypz8D3Ge0NkR+t5CL4eevTuJXR6ZEz/hNzzqgi0VgauEvmVYoGPzjdf2Ycgbw62PToh5bCMnAlnyWTkBQ4QOAs7MSBrcsE+HTqRWorlLlv2NtbUXmvAdazYglWIyfHiE3VEzhi4JhyExzQTAMWfjzWDolU/hoQqccHXw+qvDlqroDbdWYcpJqlqZqHfn9LS1Fb3zWCszwsSyLR07NYu/aOjTmCQg6sLEJgzNLWBq+BAD42CEbFpdC+On7dqOttqrkcY1QjM7wlUlDTCZyTFYJX0GsEr7lRgUJXyLB4snzi3jzd17EVx6/gMt76vDUZ/bjU9euI8SN9hs1pi7w9UYt7DwLiTD3Ya3oDB9Ajlc4nPdk5/CHUaNXQ81F/Vq4WT6xtk5PMEosf6dPkxsqoPDR3qDgps3A2rWy2jrH7QHU6tWZZMVOFAWpFD69RgWjViV9NUNWF5cYjFp9YBhkRFAXwuviNqgTcRwxphY7sXgCJ7j+OClBbaY5Ch9A5vhCIeBsYXUoHSNWH6p1qpwdZIqta2qgUSoQcbgkV/gMGiVC0QQeOjmT8/1jky5sajPnOAX29Fhg0Cjx1AUrxmzk9UpuTFgsSYWvwaiFggEWK0D4RhazSPPQEACA6e/DRREK34wrCG84Bl84lqz04EMiweLQsA371tUn5xszwBE+s58QHD6FLxZP4CuPXcC/PHQGn7r/lKjzrn2KKAimNn7CBwCv72/Erq5afOfpkdJt+mlIVTIUsHTyfP5pwMjzwzZYPaHM/rBSsRyEzxNCi7kqIzGRFxVS+LZwmzHHXj5DbpAopbEQXP4IzFVqKPne+3wwm/kVPqlSOicmZLFzAoDVE4ZJq+J1TKVv9jSZufO3iPAynVoJvUaZY/l+7Mw8JhwB3LQ1f8XGGzeSz9zZV88iwTAYYky47/17sKvLggajNmlHFQt6vihb4VMoCOlbJXwFsUr4lhtUsZIxZS4SS+DB4zM4eMchfPC+YwhG4/jf9+7EvbfvwhpL2myIjfNipxG+OqOGN7SFDtzqS7B06stR+Do42+m08I6ywxdBXZoNJGlNFUn4vFThO3mS3FAhhQ8AglHO1vn00ykSJjEm7H7+wBZAUtuKpOXrIiOp+TDlDKC5WifqQlN14TwA4FE2dVzOz3vgj8Ql69+joDv7niDPImX3bvJV5BzfqNWH3kaj4CJSp1Zi6xozGIln+AKRGNa3VGNruxm/PJypMkViCZyedmfM71FoVUrs62vAMxcXMWr1YU2tPvV6pSl8KqUC9UZtRWb4Rqw+tNVUJRM6KeEzbdlESFyRVsL06oDnhoQ3Ls7NeeDwR7C/X8B6zH1GTX6y0OGzbF1c8CIYjWN/XwMeG5zDzXe9hEu24krTndPkM6bKs/nDMAz+8br1sHnD+PHL5W9cXrL5oFUp+GsoAEJyVCpeha/OqEVXnR73PD+G3V99Gus+/0ds//KTOPg/h/DxX5wozXa6DKm1C0uh5GxqXlSI8LXVVOGdO9tx4kVu47OCM3yWYub3KGpq+BU+LX9K56w7mLRMFwUZS9dtvrDgZtwAp1wrFUwyiA4tLaLSqmv1Gji5DSGWZXHvi+P45K9OYmu7GW8SsHNSrG0woqfegNkzw7AZLfjxh1+HHdw5u6G69Gt7OCYR4QMEyf4qMiEJ4WMY5jqGYYYYhhllGOafeb6vZRjm19z3DzMM05X2vX/hbh9iGOagFM/nNYXubmKjK0OxEEIwEse9L45j/389i8/+5jSUCgbfvmUbnvmH/TjA7dpkgD6HhtQCw2LQ8M7w0R2zkhQ+bRkzfJSM2oQHhe2+MOqMqZNn0tIpMIsoBG+IU/hOnSI7ak08x0xi0JNfKBoHbr6Z2Dr//GdZfteEw4/u7NJxiRU+QGLCJ0H5+pQjgA6LyB6pwUHE1Rq8wFiSC+Yj44R07K6kwtfdTV4bkXN8Yzb+hM50HNzUjCq/B3ZVgdkhEQhE4tBrlLhtTydGrL6MEt+zc0sIxxK8hA8gts5FTxjPXrRibXqIR5rCBxBbZ2UsnT6sSwtswdAQYDRizcA67vvFqXwX5j1gGGB7Rw2ezUP4nh8m3xOcNTWbAYUCOo8bCoY/lIHOSH7l5gH87P17YPdFcOOdL+FPZwt/fjzz3HMrYPHd1WXBtesbcc9zY7y2XTG4ZPOju97Ar2gCxLol0MUHAD//wB7c8+7t+PJbB/Cpa9bhuoFm1BrUeOzMvGBwUF4sU2hLwcAWgLwuHk9ORYUc+MKbN6IvShbU/nr5r4MAIXw1YqzyIhW+//jDObzvJ0eTs2T5n4yLPLZchM+Th/BxCl+jSZtSO8USPoMaLn8EsXgCX3z4HL786Hkc3NiM+z+0FwZtfuswwzB4+452dPgdMPV2Z9jvG8u4tks2wwesEr4iUTbhYxhGCeB7AK4HsBHAuxiG2Zh1t/cDcLEs2wvgfwB8nfvZjQBuAbAJwHUA7uIe7/8OZEzq/Mrj5/HlR8+jw6LHj/92F/74d1fhpm1tUCkFXnarlUSya1MnnjqjllcZS35YS1T4Srb/UMKXhyA7/JEkyQPSY4lLnOGrUGALgKSlIxiNk4COujrgiSck/z3BSBzzSyFhhW+lE74yuvimnCUQvjNnEF+/HjGlKlkXcGzChTWWquIWZyJAZ/h4u/gYhqh8IhQ+lz8Cuy8iOL9H8Y5tLTBFgjgm4XUzEI7DoFHhzVtbYNKq8ItXJ5PfO87ZGXcIJJy+fn0jFAyxha5Nn+lKU/gAMtcid2hLKqEzjTQPDQF9fejnrMHF2jovznvRVWfADZtbMLzow4wrwHu/Q8N2DLRVJ8OncqBQABYLGKcTNXr+JOLjky40VWvRVlOF1/XW49FPXom1jUZ85OfH8Z2nR/I+z9Ait/ljKbyh8dmD/fCGY7j7+bGC982HS3Y/f+F6OpqaBAlfe60e1w204D2Xd+LTB/rw1Zs3467bdgAg87aiQQlfdfH273KQSLCwekUQPoBX1ZIaJp0ab2sEPFoDvvJCrjVbDjj90eICWyiEFD6NCoFIPKM+ZCkYxbMXbYjEEzg5VcTxkzGhEwCs3pAg4WswadFUrc2cs2tpIX9rMFjU49fqNZhzh/CB+47hZ69O4sP7enDXbduLDt372NVrsUcdgH5tV85z84VjJVlmk5ZOlQS60yrhKwpSKHy7AYyyLHuJZdkIgPsB3JR1n5sA/JT794MArmWIt+gmAPezLBtmWXYcwCj3eP93UGSZeCkYXvRhV1ctfv3hvXh9f2PhmQCrNcPOCQD1Bg1cXCloOoKRMmb4BCwWRYGqj3kUPocvnLI+gBSIapSKEiydUdSqWODcuYrYOYE0S2ckTrrQDhwgCp/Elt9JJxfYwlfJAEhr6TRKSPjo+7NEhS8YicPqDaMzu2y+EAYHodm2FesajXh2yAqWZXF0woldEqZzUpi0KjAM2XDgxZ49wIULZHe/CIxyimRvU37CZ46SxcMxd0Ky18sfiUGvUUKvUeFt29vw+NmFJDE5OuFEZ52eN6gAIBs12zvIonZtOlmlCh/3mWg265LJhuVCaOEy6fAjEktkppwODQH9/WivJTbPi0VWM1xY8GBDiwmvX0/ey3yx5p5QFMenXNjfVyBJtr4ecDhQq1fzzvAdn3RhR2dt8tzfWlOFBz58Oa4faMYdTw3DJzDTtxSMQrXEqbFFEL4NLdV467Y2/OTl8ZLI91IgivtemcCUMyBcyUDR1CTKEWMxaNDbaMSxUgmfyURspBWAwx9BNM4WZ+mkr0sFbJ0A0OSxI9zcgl8ensKzF6V3JGXDHYgUV7pOIaTwadM2UTk8cXYBEW7Gkzo18oISPrkUPm9Y8DwIAB/Zvxa37EqbnaSjDQIbH9mo1WswtOjFCyN2fOXmAfzLDRuEVXQeMACY6emc+c1UCrf46wUNbSkl6T0Hq4SvKEhB+NoApA9UzXC38d6HZdkYgCUAdUX+LACAYZgPMQxzjGGYY7Y8i/3XHGQkfA5f/pNIDngIX51RC5bNDQQIltGhotcoEYzGc4uli4HBQP4TuOBH4wm4AtFkBx9ALAlkFrF4wheJJRCKJtAxP0FK0Cul8HHHMznjePAgITeDg5L+ngkuHIHX0skwkiY1Npi08IZjkoQ6QKMhZLREwjfNqSlrxCh8DgcwNwds2YJrNjTi8CUnBmeW4PBHJJ/fA0j6oVGr4lf4AGDHDkJ2zpwp6vEKVTIkwS0cXRoDfnF4Mv99i0QgEoeeW3DduqcTkVgCvz0+A5Zlk2QkH2gJe0aIR10dEIkQKzwI4fOESttlTsdPXhrHji8/xWvNHLFyx5AqfMEgMDUF9PeDYRj0N5uKqmbwhWOYdASwobkaPfUGdFj0vHN8L4/aEU+w2N8nHJgCgBwLh4O3a9TqCWHGFUySZgqtilhsEywhhHyYcgRQE+Rm/YogfADw6Tf0IRZncfdzxal88QSLF0Zs+OSvTmLXV5/CFx8+h/4mE96xo0AoSB6FTwi7umpxbNIlviRe4pnWQqBkWZTCVyHCh5kZWPp70N9kwj/+dlDy3sd0sCwLpz+CWrEKn0APH4CMMZJHTs+hs06PjS3VODJRRPWRjKXr/nAM/kgcjdUCSj6Av31dN961uyN1g0inS1edHkatCj+6fRdu29Mp/km6XOR8m0X4yunZTbrEVKuEr1KQgvDxbRNkn1WF7lPMz5IbWfYHLMvuZFl2Z0NDcf1ZrwkYDIRkyUH4/JEM4lMQvISPf/4tSfg04t9Cek3ujpsoNDQIEj56EarLskGJLV+nAQxrJi+SGyql8GnSZvgA4I1vJF//9CdJf8+4nSyWu+qziI+D62GTcEebXhTsJVwUXhyxJysFkiiji2/KQf5uUZZOSqy2bME1/Y2IJVj895PDACB5QidFtU7NP8MHAOu4aoiR/JY8ilGrD1VqJVrNBWbzODtUx9oW/PzVqeRQfTnwh2MwcAuu/mYTdnbW4pdHpjBu98PhjxTsL7x1dwf+4UBfJjGkBISzHyfL18tQ+eaXgvjGE0MIRuO8Vkea0JkkzSMjhHT39yf/tosLnoLVB0NcfcOGlmrS79jfgJdGHTlzRM8P22DSqnBZRwGywRG+Wr0G7qz5OTq/t52HVG/vrIFKweDIOP9id8LhR03IC1alAowFNgo4dNTpceO2Vvzm2HTBAJuhBS/2feNZvOfeIzg0bMOtuzvw6CevxON/d1Wu6yAbdIZPhOthZ6cF3lAMw9nnkkJYWlqe0vViQ1uAilQzAABmZqBcswb/89fb4A5E8PnfnxVd9VEsgtE4wrGEeIXP5yMbtGmgCl+AcxVZvSG8PGbHjVtbsafHguOTrsKBPhMTxNYr4UYoBXVTNAhZt/kgsnz9797Qh1f+5ZrCjgEhzHA23hyFjzznUhS+YDQOjVIhSmkUxCrhKwpSEL4ZAOnvgnYAc0L3YRhGBcAMwFnkz/7lQ4Zqhmg8AXcgmmFtLAg+wsf9fHZSZzmRunTHreQy1MZGQcKXLF3P2hm0GDSiLJ1ezk7XPE6CGbB2bWnPVSSqsslwayuwebPkc3yTDj/qjZpUsTyFhKXrFMmLQgkFrZ9+4BTufGY088YyCN8k12fUma1s5gNVVzdvxo7OWlTrVHh+2IY6gyYzTERCVFep+VM6AXK+UCqB0VH+72dhxOpFb6Ox8IWVI3xX7+mH3RfGY4Olz0kCRMEJxxLJzzsA3LqnA+N2f/I13Skwv0dh1qvxyWvXZc4dU7sxt9Clakg5hO/Lj55HPMHirdta8diZ+STBoxheJAmdhqyETkr41jeb4AnFCobHXOBsnxtayUzY1esbEYzGcTjNVsayLA4N23FFb12yWkYQaYQve0Pr+KQLGpUCm1pz58/0GhUG2syCdrYpZwA1IS8h1yJ6x/5mbxf8kTgeOjGb935f++MF+CMx3HnrZTj8r9fi327chIG2IpMwm5qIwitigUc3Zo7mqcHgRYUVPpo227LSFL5IhJDs9nZsbK3Gpw/04bEz83j4lDzLNRe3eVErNrQFyLG6Zyt8jw3OI8ECN21rxZ5uC0LRBM7OFXgv0YROGTr4aK1BPoUvByIJn1LB5F7rxYCmogsRvhKu7eFoovwOPgpK+GRMu/9LgBRH+yiAdQzDdDMMowEJYXkk6z6PAPgb7t9/BeAZlmwNPQLgFi7FsxvAOgDi4uf+EiAD4UspXUXukCUSZLEvoPBld/GFyrB00h23kstQ8xA+Wq5enzUAXW/U8tZLCIESvrqR88DWrSQgoQLImOGjOHgQePFFsnspEcbt/szCdQqHQ9L5PSDN9iFyLiwUjcPmDecSdZEJZemYdgZg1KrELSQGBwkJbm6GSqnA/n7yGdnZVVt4LrZEVOtUwgqfWk0WH0UqfGNcJUNBcIRvy0AnehuN+PFLE2Xt4FOLJf28A8ANm1tQo1fjoZOzMFep0StUsJ0PQgpficEtzw1Z8fiZBXzyml588S2bUKVW4rtZmwzDi170ZSd0AkBfHwBgfTMhVYVsnRfmPajWqdDKLej39tRBq1JkzESN2XyYdQcL2zmBFOHjZq3TX68TU25sbjNDK2CZ2tNtwenpJd6UwkmHH42xIBiRisbWNTXYuqYGP31F+L1zYsqF54Zs+NC+Hrx5S6v4TcM8XXxCWGOpQqNJK36Or9KEbykIlYLJcajwopKEb36eLKa5SoYP71uLre1mfLtA8E+poOsX0ZZOICe4hToM6JjEI6fnsKGlGr2NpuRGQME5vslJoLMEK2QRoGRJKLSFFw0NZE1SRlq1KFDCl1XJUavXQKVgSpr5DkXj0iR0AoTwRaOko3YVgih7FcvN5H0CwBMALgB4gGXZcwzD/AfDMDdyd7sXQB3DMKMAPgPgn7mfPQfgAQDnAfwJwMdZlpU/Y3ilobubzIMUG6+cKNwnlFS6iiV8Tid53ByFj1o6sxS+pKWzDIWvnGoGgTlOaj2t41H4xFo6GTYB0/C5is3vAek9fGnvheuuIyez556T7PdMOHg6+ABZFL5SCR9VbHLCKKjCVwIZmXT40WHRiyNqg4PAli3J3d1rubANueycAFX48tjienuLUvh84RjmlkLFET5u4cjU1uL2K7pwZnZJcMarGNAFVvo5QqdW4u3byaJhR2dtaXYeIYWvBMIXisbxpUfOoafegA/u64HFoMF79nbiD4NzGOXm9mLxBC7Z/Kn5PQAYHgba2oglH0A/971CSZ0X5j1Yz9k5AXI8rlhblzHHR0Nc9vUV8TmsqwOCQTQoY4jG2WQISzgWx5mZpbwzknt6LIjEE7x1BZOOABpj/qLn99Jx+xWduGTz46VRfrvoHU+NwGLQ4G/2dol+bAApwidijo9hGOzqsuQtuudFHsLnD8dKm0PPg/mlUGb8fj5UkvBlWfqUCgZ7euow6w7KYuuk12pRKZ1U4ctSfukMsT8cw5QjgJNTbty4tRUAGf3obTQWJnw8m+FSgV4XReUtKJXk+ZSRVi0KMzPkd9LZQQ4KBYP6EsvXg1ITPmDV1lkAksgWLMs+zrJsH8uya1mW/Qp32xdZln2E+3eIZdl3sCzby7LsbpZlL6X97Fe4n+tnWfaPUjyf1xy6u4nvfKaIuOMvfxnYtKmg2kOVrqJ2CgHeDj4AqNFroGCQQ5aoAlWSwpe14yYaVOHjudDQOTG+Gb5AJF50cIgnFMUa9yJUPl/F5veAVM1Fxq77lVcCer1kts5AJIZFT5g//lwGwldn0ELBiCd8c0skNdKVXSjd0kJ28ko4uYuuZIjHSUrr5s3Jmw5sbMKtezqSiwY5UK1TJ1VmXqxbl5ojy4MxjrSIUfhQU4O3bW9DtU6FH71UuvPAz5EPgyZzHvTWPR1gGODynhIJMyV8nMKn16hQrVOVZOn8/vOXMOkI4D9uGkgqYR+6qgc6lRJ3PkPUiylnAJF4VkLnxATQ05P8X7NejVazDhcXhJNTEwkWFxe82NiSabF8/fpGTDgCGOeClJ4ftqG30Yj22iLep9yxaIqQn6VzfOfmPIjEEzmBLenY0WkBw/CrG5OOACzh0gjfDZtbUGfQ4CcvT+R87/ikC4eGibpXqP9LEHThLTK4ZWdXLWbdQcy6haPsEwk2k8AIEL6hBS+u/Poz+Oafh0Q9h0KYdgaKr3nR6YCqqsoSvjSFp9GkRSSWELaelwG6ySfKiVGEwveHQWJBfcvWVNn47m4Ljk44hck7y5JzTQmfhWJg9YahUjCoqRJpuSzD6SIadF2gzF3vNVaXRvhC0XhJ60derBK+olAZn9oq8mNggHw9ebLwfR9/HLh4Efjc5/LeTUjpEgQlfFm7WEoFA4tBk1QMKcpS+NJ23EpCQwNRvHg+3A5/BGolg2pd5mIiWb5eZBefJxTDBiu32N26tbTnWQJyUjoB0ot49dWSEb4JGthSIUunkrMoiU3ymncLKHx0fmFO3PxIIsFi2hUUV8lw6RJJJ9uyJXmTQavCV2/enNmLJDGqq/KkdAJE4fN689aTsCyL350ks1QFEzoBslBSKACTCXqNCu/a3YEnzi3mXSDnA30P67POEWsbjHj8U1fhvaUqPDxhFaVUM0w6/Pjec6N4y9ZWXLkutclRZ9TiPXs78cjpOYzZfBjmUk4zOvh4LF6FkjqnnAEEInFsaDFl3P56ziL87EUrghEyz7dPqGw9G9xntT5MniPdmDsxSQNbhO2I5io1NjRX43BWcEsoGseCJ4TqoLekRa5WpcS7dnfg6YuLmHZmdgze8dQw6gwavHdvGfa4EhQ+IKXI57N1fuHhs7j6m88RdTeRINcYc+Zs4bjdj3ffexiuQBRnZqRbYP7h9ByOTrhwdb8IJam2tjKEj8fS11DG/FYhJC2dYkNbgFyFT5Nabzx8ahY7O2szNlP2dJNAH8HNmkAACIclvy5S2LykdF2026GShC+P0l1q7VJI6hk+YJXwFcAq4VsJuOwyMpfz6qv57xeJEFJoMgHf/S7wyiuCdxVSugQhQPgAotDwhbYoGEBTKFSAB/QEXJbCB/DOcNAOvmzLnoULnynW1ukNxdDk4xZCMnn3+aBWKqBWMrkJpgcPEkVHglnPCQft4MsiPoEAiZuXWOEDyEVBbJLXHEc0ApF4puIpcmCdYtEbQiSWEFfJQANb0ghfJVCtU8ObzzJWIKkzFk/gn347iJ+8PIF37e4oXGYNpC7q3GfnPXs7wbIs7ntlQvwfgNTnm0/J2dBSXbqdR6cj9RxpF3ex5essy+KLD5+DRqnA59+0Ief7H7yqBxqVAnc+M5oMcEmqpLEYMDvLQ/iqMWr1CSb+XUxL6EzHGosevVy/4+FxByKxBPb3iyN8ljB5jk5uc+T4pIubW8u/KbG7OzelkJI0vW+pZFXjtss7oGAY/Dyt3uPohBMvjNjxkf1rM4J8RKO+nrxHRczwASRYx6BRCto6rd4QHjg2jUlHAH91z8s4cW6KkL60he6cO4h3//Aw4gkWOztrMWaTZq562hnAvz50Bts7avDRq0UEhNXWVialc2aGhJelFdAnO9ik6lhNgysQBcOQTYmiIaTwceefE1NuDC/6cNO2TGcG3Qg4fEngOHJOArkIn9UbToafiMIKIXyN1VrYSiD9oWgc2lWFr6JYJXwrATodsH17XgIHgCw+w2HgjjvITtv730/+nwd2H7/SJYh8hM+Ym3AZ5OT4UkIrqMWiZIUvD+Gz+/irKOgsQLFJnZ5gFOYQdzGv4NA+QOZ6cqynBw+SrxKofNQ6lqPwyXhhazCJV/jm0hSbDJWvlbtgi7zYlVzJwDDAxo2ifle5qOYWOj4hW2dvL/nKQ/iCkTg+/LPjeODYDD51TS++evNAcZ9Tlyvjvd5eq8fBTc24/8h0SfO2NBVPkmLdbGTFcLeYdQUTMtPxxLkFPD9sw2cO9KGJR6ltMGnx7j2dePjULJ66aEV7bVpC5+wssfpmEb4NLSbEEiwu2flJwPl5LxRMllLI4fX9DTh8yYk/nV2AVqXAnmL7HbnPak2AkEmXnwS3nJhy5bVzUvClFE46AlAm4lD7vCXH0LeYq3BwUxN+fXQ6uVnzP08Oo96oxbsvL3MDTaUipE+kwqdSKrC9k/Tx8eFXh6cRjbO47327UavX4DM/eJ58g/tM2LxhvPuHh+EJRnHf+3bj6v4GzC+FSr+OcYjGE/jkr04CDPDtWy4rnMyajkopfDMzZM2Rdh6hqZKyKHyBCKp16sx03kIooPA9cmoWSgWDGza3ZHy/taYKayxVwnN8chM+T0hcYAtFSwtZAxWb/VAO8il8Jh0c/ghi8cLZEulYtXRWHquEb6Xg8suBo0dzOmQycIQLML32WuD73wcuXAC++lXeuwopXYKwWsnJnOekVseTcBmMxkteyEmm8PHY2Ry+MK+qWS/QJygEbyiG+miA7Gqqy4gzLgFVamVucl5fH1lgStDHN2H3o9GkzVVe7HbyVQ6FzyTe9jG/lLISZszx8Sh8kVgC//zbwSSp48NUspJBBOG7eJHM2OpF/IwEoBs1gkmdAtUMLn8Et/7wVTwzZMWX3zqAz7yxv/hzwOxsikxz+MBVPVgKRvHLw1Oi/wbae5U9wycJsghfc7UOdl+4qEXHpMOPz//+LDa0VOe1Fn5oP1H5Tk+7My2xk5xqlUX4aP2BkIJ0Yd6D7noDr7L5+v5GROIJ/Ob4DC7vqSte/eTO1yY/R/gCUcy6g1j0hAuW2gPAru7clMIJhx/VIXGl63x4794uuANRPHJqDocvOfDymAMf2d8jzQYA7eITiR2dtbi44Mn5XEViCfzi8CT29zVgX18DHvzIXmzlePlzixG4AxG8597DmF8K4Sfv24WBNjPWcgmzdANNCL5wDIMzbsFwk2/9eRinpt34z7dtEec+ACpP+NJQTgdbITj9EXGBLUBKfcxa9GtVCigVDPyROF7XW8+7PtjdVYcjE07+10hmwmf3hdEgJrCFoq4uZTuWGz8MSfsAACAASURBVFmbgeloMGnJmKOIUDzgNWbpjMWAQ4dEuwpWGlYJ30rB3r3ETkctZHw4coTML3R0ANdfD9x2G/C1rwFnz+bcVXTpus0mOJRbx9NhF4qUnrBEiYa/nJROQFDhy+7gA1IKn7PIGT5vKIq6aECWotVCqNIocy2dDENUvmeeIfOLZWDM5uOf36OETyaFz+4LIyEi1W7OHUxaejIUPpOJpCOmEb5Rqw/3H53Gb08IBx9NOQNQKhi01hQoIE+H1ZoimBUEVfiWhOb4eKoZZlwBvP2el3FuzoO7b9uO94hVUqamcnqWdnTW4oq1dfj+oUu88f35QD/f2TN8kiCL8DWZdUiwKKgi231h/M2PjiCeYPHdd12WV0FoNOlw2x5yDDNUuYkJ8jWL8K1tMKKnwYA/nOafLb0w78mxc1Ls7LLAoFEinmDFlSNzn1WtxwUFQwg/TVYtRuGrN2qxtsGQQfimnAG0sdxmSxmEb0+3Bf1NJvzk5Qn8z1PDRDUtV92jaGoqifDt6rKAZVMzjhRPnFuA1RvG7Vd0ASCbnN94A3muPxh04ro7XsAlmx//+96d2NFJjkkPR/gK2Trvfm4UN975Ev7qnlfw8qg943svjNhwz/NjeNfuNXjTlhLOM8tI+IxaFarUypLmtwrBHYiiRkxgC0DOiQZDjqWTYZjkOegmgaCtPd0WOP0R/teSWmZluC7G4gk4/JHSFD762azE65/P0lki8Q/FXkMpnTYbsH8/8NBD8jx+hbBK+FYKLr+cfM1n6zxyBNi9O2WruOMO8kZ///tzZH0hpUsQVmtOQidFnUEDbyiGcCz1O4JlyPFalQIKBkUnZuaAKlBZhI9lWTj8YV6ia9SqoFEqird0hqKwRHzLQ/jUSn718+BBEtRRyPqbBw8cncaJKXdGSEUSdCdTBoWv0aRFNM7CnS+IJAvz7lBSNcmZvWxpyQhtoWE8J6aEL35TzgBaa3TiLFM2m+DnQk5UcyW5ggofkFPN8IlfnoTdG8bP378H1w2IXDwmEmRR19GR861PXrMONm8Y9x8Rp/IF88zwlQ0eSyeAvLZOfziG9/3kKBY8Idx7+66ikks/vL8HXXX6zM8LVfiyjhXDMLhxayuOTDhzAmQ8oShmXEFBwqdRKZK/Y58YwqfRAEYjFE4nKV8PRHByyg29Ron1zbnWUT7s7q7LSCmcdATQr+bed2UQPoZh8N4rOnF+3oNXLznx0f1rpVvgNTWVtNu+bU0NlAomR4W975UJdNbpM8i21k/mIq/Y2QuHP4w7b70s433QWacHwwBjtvwK3/k5D+qNGsy5g7j1h4dxyw9ewdEJJ2zeMD7969NY12jEF9+8SfTfAqAyhC8WI5trWYSPYZiSExoLwemPwCImsIUi67xAYdCooFUp8MZNTbw/tptTug/z2TplVPgc/ghYFqXN8PGEV8kCli2K8Nl84qy9wYiElk4Td66Ti/DRz9gyrAelxCrhWyno6CCLWKHglqUlYi/bvTt1W3098J3vECL4ne9k3F1I6RKE1SrYM0OJY/qiuxxLJ8MwMGhU8IdLJHwaDTn5ZF3wSbhHAvU8RJdhGDKLKMLSaQ75Kz6/BxCFj1dNufZaosCWOMd3dMKJz/3+DK5aV4+P8QUDyGzpBIqvZvCEovCGY0nC5+ZL6kxT+GhI0ckpt2DQyaRDZCUDIEtNRTGoruIsnfkiz9OqGViWxYV5D965c01y8SIKi4tEOeYhfJf3WLCrqxb3PH8pY9OnECqq8HFzeIsChC8aT+CjvziBc3MefO/W7UWpXwBR+Z77f6/HVempmZOThHBU5SrFN25tBcsCjw5mqnw0vTO7kiEdH9rXgw9c2Y21DUUE7KQjvXydU/i2ttcUPf90eU9mSuGUM4C1Su7zVmYU/Vu3tcGkU6HRpMWte3LfWyWjRIXPoFVhU2s1jqYldZ6bW8LRCRfec3lnZlIipxR94uadGPzSQbxxU2YHmU6txJpaPS4VUPhGrD7sXVuPZz97Nb70lo0YtfrxjntewfXfPgRPKIrv3npZ6TZXi4VsAuYbBSkXVivZEGrNVccaTVrZZvhEla5T1NTkKHwA0FZbhTdtboFJx68adtbp0VSt5Z/jo4RPhloGqoqVRPgqpfCFQiQwUIDsNJSq8EnZw6dUEtK3SvjyYpXwrRQwDFH5hNSbY8fITks64QOAW24B3vQm4POfT1qN8ildgshL+HLn34JlWDoBQmpKLl4HUl18aUhWUQgom2LK172hGJljWSaFj1f9NJvJe6QEwjfrDuIjPzuONbV63Pmu7fyLQRkvbA1GcYSPVjJsTCp8PF186YTPS15XXziG4UX+aPxpsR18LEsI30pW+LhqBqc/gnAsgbZaEXbVdExx6h0P4WMYBp+6dh0WPCE8eLyIrlAOgTBJ8tWqZLjM8MzwAfzl6yzL4p8eHMShYRu+dvNmXLuBf5e/aPBUMlD0NBgx0FaNR7JsnRfm+RM607Gj04LPv3mj+CAsjvBZ9ERFOj/vKWp+jyI9pTAWT2DaGcAahjuOZZ4LDFoV7r5tB+5+9w7pFncAOf/7fCRZWCR2dlpwatqdTCa97+VJVKmVeMeOTDtzei+lECHraTDkVfiCkThm3cH/n703j5LkrK8Fb+S+b7V2VfXeLbW61dpaW7eEAIHEZhCrMXjBgP3wGTP28XueZ2M8j3eMbfw8HuwxXs4zYxuG8TwJAwJ8jI3xAwwWi/buktQtdXVLtXctmZWV+x7zxy++3DNjz8yIintOn5S6s6oiszIivvvd+7sXxyYC8Djt+OA9h/H9//xafOxNJ+B22PHJh07hxHTvz4Qo2P2pC8nRDH0sjZNBj04pnSV5HXwMPRS+//fDd+FT7zrd5QsIHMfhzsNj+PHVLnN88TjN8rsUEFARMLKsyNI5KIWv6TzohkY9h1xLZw1urWb4ADo+vQgfe48twmdBM5w9C1y50r1biwW23HFH699zHPDnf043vkceAdBQuiRbOnmeFs9T3RdCLPBku2k+Rm3Ckt/tQFappROgG37b+7RdL5vvfmGOdZlF7IVUoYxATnlKnRp4nV1m+Bje8Abg6af79q+1I1eq4Bc+/yRK1Ro++4HbEe51I93epoumQ3sL3oRM2wcrXT8Q8yHocXR28c3MdFX4ANRnmJqRKVYQz5ZwICZDPUkmaed8GIRPmOHr28XXVM3AuvJm5cwnNoP1bLXN8DHce2wct+yP4C++cwVliWls2VIFfpdDUZKvKNpu7jG/Cy67rcNKWavx+NQ/XcJXnlnFf3rgOvzkHd1fnyz0IXwAqXwXVnZbwjwurqcQ8TkxFVKwsBODQPgiPicurO6iWuP79u+1ozmlcH23gEqNx2xNmOHT4Pp37/FxWQRUEhR28QHAHYeiKFYomTSZK+Grz67i7bfOdl4X2UK3rYevGUcnAnh5O9NzNvnKVgY8jxb7sNdlx0defRSP/eb9eO8dKlXPQSz6+6gbE0E3tjQObckL6xctFT6vyw63o/965c7DMVxLFbCy09Y7qkM3LQPbAFXU6ToohU+E8LkddkR8TlmznNUaj1KlBo/I70QWepB9TWApfBY0B5vj62brfPxxSmrs9oE7eJD+TVAHmdLVzdrYFYuLpBT0iJ4fEzrsWhQ+lYTP57IjpybOuo/CN+7v/rrH/C4ZoS0V+HKpoZzgnm6hLQxvfCMR9G99S9L3qtV4/KcvnseL11L4zPturSfLdYWONzZ2Q5Or8O0LexHzu7qXr2cy9AcU1jET9mA84O4IZAAUVjIwUj0Ewhd0O8BxQKpXLQPQqGZYWKh3FsoKpGlGH4UPYCrfMawm83j06VVJ3zJXrMLn1sHOCdDNPZ2uzy5zHIepsLuu8FWqNTz6zAoe/JPv4a++dxU/c/cBfPT+Y+p/bq1G71UfwvcTN5H1rTm85YX1NG6YDulDfpnC53eBiRO37pd33WIphayjc6IsKGdDsLRLQp/gLjGcOUTvzZOvJPDIE8soVmr4wLkuv89kkkJA+myAHZnwo1Cu1Teo2sFCQI5Pic+LKgK7P+m56O+z4J8MuZEuVpTP43cB65LUcoZPCu7qNcen432RqWLjctxYDCOi8AFCz64May8bDdC0sscifKKwCN8o4cwZurn0Inztds5mnD0L/OAHAM+LKl0dOH+eHm++ues/xwIs4VKbGT6AhqgVp3QCPQhf/9dN9RLiCh/P88hn83AX8kNT+Aq9bqC33Qa43cCzz0r6Xn/67cv4p+eu4bfefANec313y24dOs6r+V12eJ12yT7/tWQeNo5mG6K+LlbctmqG7UwJ40E3zhyM4KkuwS2KKhkY4RvCDJ/NxiHgdvRX+Fg1w+XLWBUIsmKFb2mJbEt9buqvvX4SN86G8OffXZBUf5ArV/WpZAAaqku6Yd/dF/JiOZHDw48v4f7/89/wa4+ch8PG4U/fdyt+520SuwjFsLlJ3ad9CN9MxIs7D8Xw9fNr4Hke1RqPF6/1TuhUjaYZPgA4OuGXrY6wlMJvX6JrarSYofdYB7VfE7BNmO3t/s/rgsmgB4fGfPjx1QS+8KNF3HU41t1W2SeogoFtoF3tYeu8vJGB3cZ1T0XWAoMgfH0Wu43yde3m+HaEa31kwITv2EQAUZ8Tj78cb/2HRKIr4dvNl/H5H7zSs25DCrbSRUR8TlH1sSvcbqoL0pvwsd9/n3NBbnhPoUz3D4+Wdv9BEL5R3QCTCIvwjRJ8PiJd7XN8KyuUSNiP8J07RwvUK1dEla4OnD9P1tDT3T3uQSHhcrtJHcuX1BE+n7vHnJpUTEzQzb4pnZTZ+nr198T8LsHu2v/nFis1eHPCIP4QCJ/PZUeu1zHa7cCRI10Lt9uxmSrgT/71Mt5x6yw+fO9h8R+8va3bTibHcbLK19d285gOeeCw2xD1OZHMdZnhA+pJnfFMEeMBN84cjGIxnutQEpcStCCT1XPFFpNDUPgAmuPrO8PXVM2wlszD67TLjzJnYJUMfUgRx3H4X+8/jsV4Dv9woXv1QDNyxYq+Ch/QUc3w9FISv/mVeUR8Tnz2527HN37lVXjbzTOtYRxq0KODrx1vvWUGC5sZXFxPYzGeRaFcww37pKVmysbYGJBMYkx4r6UG0jSDBf189ZlVuBw2+DMpXWZ5NQPbhFFA+ACqwfj2i5tY2cnjA0IVQwckEL4jQsBOr2qGhc0MDsZ8cOkxxwqMAOFTNr/V98cxhU+NpVMBCbPZONxxKCZZ4fvHC+v4xNefx8X17jPjUrCZLigLbGEYREqrBIVvMuiRZelkazBN53r1JnzhcNfaMiPBInyjhrNnSc1rTt1i83t33dX7686do8cf/EBU6erA+fPA0aO0w98F3RIu1UbqksKncoaP5xtBIyCVJ+h29LyIjAk3ELE5vlS+jHBheISvZ2gLQ1scfy+sCfNMP3HTPmnqRjyuq5olp3x9PVnAPkGtinYL2+lQ+IoYD7jqs0Lt9QxLiRwiPme9108ShmjpBGiOr29KJ1D/LKzu5DET8ShXsZaXe9o5m/HADVM4MR3EZ7690DMNlSFbqsDn1Fnha7rBv/nGabzuxCT+nw/dia/98j144OSUdkSPQSLhe/ON07DbOHz9/Fp9Qaibwjc+DvA8JqqkYiuZlzs45sNk0I2dXBkHYj5wOwlTE747DkXB81Tn8eDJHiE+EgjfRMCNoMfRU+Fb2MrgqIT6D8UYxBwX+95dZhknQ9qXr+8Im3uKQ1vKZUqWVIA7D8ewGM+1zgLH413PhQ3BPs42E5VgM11UFtjCEIuNhqUzSAqfVLWTjawYytJpcDsnYBG+0cPddwPZLPD8842/e/xx2s3vYbkEQPN3oRARvqzMHbLz54Fbbun7FCJ8dFHneV71DJ9X4QzfUjyHD33uCWRCwgW4ydYpVjbPQmziIipTqlAZKuHzOO0oVmq9S8qPH6dwn1p/W12D+Eu8oehcQTARkE741nbz9W61qK/HDB8ArK+jVuMRz5QwHnDj1EwYLrutY45vKZGXX8kwREsnAIQ8jv4KH1CvZlhL5jAblfn6mrG0JInw2WwcPnr/MVzdyuIb8+t9n5sr6TzDB7Tc4N90eh/++ufvwH3XTegzKwdIJnxjATfuPTaOfzi/hhfWd2G3cZJ6/xRBUB9ucFFZ9T3H5H9eOY7DXUfo+xyMCTaxUSZ8oRDdExUSvjsP02v9mbsP9q6vkED4OI7DkYkArm53Knzlag2vbGdxXE/CN6gZvmCwq71XT0un4tAWQHFq6V3C5+LJRYFEVav03nZR+JiquRgXT4r9p/l1vLLdSQy30sX6e6gIsdiIKHxulCo18Q1KAUzhU2Rl7QU9CV8iYRE+Czrg7Fl6bLZ1Pv44ETJ3n4W7zUZf+8MfYjtT7Kt0tSCVIvLQj0yCglsYkSxVa6jx6nZn/C67IoXvn59fx7cvbeJfEwIZakqrZLa+XohJVPjShSErfML7WujVeXbsGJDPtxSPd0O9pkLKjTOfp6RXnSydgHSfP8/zWN8t1OfRulpxo1E6H9bXsZsvo1LjMR5ww+O048bZUEdS51I8K8/OCdBny+ejP0MAKXwihE+oZsivrmM2onDhUCjQxkmPhM52vOnGfYj5Xfj3y/0X29liRf8ZPr1u8L2wuEgLnz7JjQxvvXkGq8k8vvL0Ko5O+LW1LzVDOGevc5Tw7H95UP7nXACzdR4Y843+jjbH0UaMQsJ3eNyPr3/0HnzkviO9n7S7K2lm5+iEH1c2Oxfzi/EsKjVeP6IPUFWA3nNcfT4LUZ8TTjunqaWTuTkictwYDCqvC0cnyaK7nBBCeJg9tMt9cSvNFL7+hK9UqeGj/+MZvPevfojlpufyPK9e4YtGB6Pweb19159yU7jrM3xa1jKEw9QXqFDd7YtRvx5KhEX4Rg2HD5OFjAW3VKvUwddvfo/h7Flgfh7ZzYR0O+f8PD2KEb4mS2ehxE5WNTN8DkU9fOeX6UL+5WWBtDUrfBkRhU8gPgmR4JZhK3xMOe1p62xKZ+wHRmwlfRaYNVZnhW83XxYt745nSyhVai0KH4DWOT6Oq3fxsdnNceGmc+ZgFBdWd+s/p1rjsbKTJ+VCDobUwccQ8jiR7pfSCdSrGUIri5gJKwxsWRG69SQofABgt3EYD7iQzPc/j/Klqj6l68DwCN8rr4iqewxvODUFl8OG9d2CfnZOoLEYjcf7P08EdwuE78hEYPQVPoCuVTLqadpxk1g5vQSFD6DglmupAjJtjpWFTbqH6Er4AP3nuPosdjmOo4RGDS2dyVwJIY+j/++mF9jvS+H74XM5EHQ76nbN+jnVR+ETI3yryTyqNR4bqSI+8DeP1503qUIFpUpN3QzfoBQ+MWuzzPJ1tnmrxiXWAT3vCRbhs6ALOK6u1AEALl2iJDophO/cOYDnEX3+Gek2PpGEToYxvwvxbLFu5wTUnax+lx3lKl8vv5WKZ5eTiPiceL4svL4WS2ex7+uuF8iLVDOkC2UqXQeGqvDlehE+1r8mRvgyRXiddvikqCxsp1xHhY/dFLZFCDerGKjP8AmzHF1tnWtr9SCYcYHQnzkYRalSw/Nrqfr3q9R4ZZbOYRI+r0hKJ1An/4d21nWrZOiGiNfVGaTThmypCr/bhAqfRMIX9Dhxv5CMOxDCp1DtYjg+FcTnPngH3nXrjHEIn8rX3BM8L4PwkSr0ctscHyN8fatwtMAQCR8ATIQ8mlo6E7myssAWQBOLKzlRJBC+lDRLJyOEv/HGE1hN5vHBzz2BTLFSVwhHXuHb2RE9DxrWXnmET/PQFsAifH1gEb5RxN13Ay+9RBcbKYEtDHfdBXAc5l54VpqNDyDCF42K2rnGAm4UyjXkStWmgVvlHx9GQuQkdW6li1hN5vGLrzoC21gMNc5WJ3zVGo9EtlRf9HdDQEgbFbd0jobC1zNNdP9+svKIJHWKzTS2PnkACh+zfYjcFNbaKgbYLMdOt+CW9fVGKq3w/VlKIZvjYzaaA3IqGYDhEz6PE+lipX84yuHD4O12HNpZw2xUJeGTaOkEgLDPiV0RMporVbQdym85gCEQPp6XRfgA4O23zgIAbpoVt4AqhkYKHwC85vpJ+Ip5cpbsZcKXzdJ7IIHwHWHVDG1zfJc3M5iNePXb9GDQm/CJEN9JGWFcUrCTLSmb3wM0CbGZCnkaShUjU22Er1bjsZUpwsaRglfuU1PDCN87b5vFX/z0bXh+LYVf+sJT9YJ31aEt+bw+NkYGCRsfLLxH6uegYek0EOEb9euhBFiEbxTB5vh+/GMifOFwQ9Xph1AIOH0aR6/My1P4br65bxw70JRwmSnVSZoqhU8Ic5DTxXdhhYaH7zgUw7vuOIiEN4TcCgVHJHMl1Pj+ASUcxyHmd4lbOoWUTt7nI2I1YNQtnWLVDBIsnbICWwBdCR/bBRS7KawLJcbtls5EN4Wv2dIpvNbJkAf7Y148+Qrd9NkN13gKHymbmX62TqcTmX1zOLyzpryDb3mZHufmJH9J2Nuf8JUqNZSrPPx6ET6Ph87NQRK+ZJLcFjII3xtOTeFLv3QWZ4/qp5zXAzU0IHwAGovcUV/gsGoePcCCKiTMah4c88HGAVc2WwnfwqbOCZ0MQ1b4JoPyOthEf1yuVL/my4YWCl/QjQ0RhS+eLaFa43FyJoRqja+7UrphOZGD22HDRMCN190whf/2rpvw7wvb+K2vzAs/T0Voy6BCe0QIX9DtgNthk6z0auES64BehC+fp+5VS+GzoAtuv51CWH74QyJ8d9xB/y8BtbvvxunlFzDuk7CrWK0CFy6I2jmBxmJ6O1usn6yqZvgEhU/OHN/55SRsHHDjbAjvu/MAtn1hrC+QOiF1Xm0s4JKk8EWKmaGVbDJVRLSaQUzhyxSlK73XrtHjpEg5uwrUff4iN4W1ZB5uh61u64n6maWzjWDMzADJJJJxSkFsHvI/cyCKp5Z2wPM8FhM5OO0c9smdcdM5tVQMIQ+dI2JJnfHp/Ti4s4apkMKFw9ISMDVFJEoiIt4u3YhNYOe1JDuxUoTDitP4FEFiQmczOI7D7Ydi+qWG0g+pl69rAqMQvvFxOtaq/PAvUUhIJmRwO+zYH/PhSlMKY63G48pWBsf0tnMC+s9xiRI+DxLC3LUmPy47XMLHFD6+ufap7Vxg97DbD9Lf95vjW4rnsD/mq1fEvPvMHD72phP12iTVCh+gr61TYlqtnPL1hqVT49AWQHvC16eH0miwCN8oIhAAbroJ+M53iJBJmd8TkD1zJ4LFHI5uLYo/eWGBdi8kEL76/FumpMnALQtzyBal36yfXdnFdVNB+FwOHBr3ozI+jszyOqo1HtvChWZMpGw+5pdC+MoYK+XADekE94gpfECji69P7008U5JO+BYXKYlLR4LDPkOils7dAmYi3voimd38u1o6ARSX1zDmd7V0rp05FMNWuoiVnTyWEjnMRX2wy+lky+XozwgofGLWyZXxORxJrsNlV0gqJFYyNCPicyJfrvYM4GHzp369ahkAfWO4u0EB4RsYtCR8RlngCP2Duix2ZRA+gOb0mhW+1WQehXJN/8AWQF+Fr1Si62A/whdis9naqHyJXElZBx9AVR1+v6rPxETQjSKrGIjHabO9TellxOaOQ0S4+s3xLSVyHe6Sj7z6KD762mM4uS9U39hThEH0MCaTkq4FcsrX67UMRlD42Gdp1K+HEmARvlHF2bPAY49RAbuU+T0B2zedAQAcfumC+JMlBrYADatkIlusL+bU7N6zr5Vq6eR5HueXk7hlf+MGHDs4i2Aqge+9tIVtgQyMiyl8fhcSIqEtqUIF0VJmaCe4T4rCd/w4kfX17l1oPM+Lhti0gM0m6ahEOO2k2olaOpONDj72dUG3o2f5em1tvaOO44wwx/fU4k59h1UWhly6DtAMHyCu8F0NT8NfzClPLFxeljW/BwBhgYT3IqMDU/gswkfYqwofoI+tUybhOzLux8vb2Xp3KgtsOT41IMKXyVDhuNaQUrodYM4N9YQvX6qiUK4pn+EDVCuezCmxmS40StfbHFZbwozf6dkwXA5bT4WP53ksdyF8APDrb7ge3/jVV6lT/9kaRS+FT0Z40URAvsJnCEunUTbAJMAifKOKu+9u/Pcdd0j+svXxWWz7wth38RnxJ58/T7MfJ0+KPpUpRduZkiahLWznPydR4VuM57CbL+PmJsI3dewAJvK7+LsfL9Wjjvv18AFEXOMiM3zUw5cd2gkuOsMHNKoZetg608UKylVelADXoUDlUQIp5etryUKH/TLqdyHZo3zdfm2tw8p7/XQQfpedCF8iJ7+SYRQIn1ewdIqU2T7vE2y4IhbfruB5Rb/7MFMfe9g6mXKvWy0DMBzC5/UO9TPRE3uR8LHfwwgQvqOTARQrNawKs1z1SoZBWDr1nOOSsNhlCt9mSn1wCEtiVpzSCahWPFlNwkaqSOdU10oGeq2TITcOxHxYjHf2MAJUJZQuVhR3Y4pCb4UvlyPRQcJ5MBmSHt5TKNdg4wCnUldKNwSD9GgRvp6wCN+oggW37N9fX9hKQTxbxtOzNyDy7JPiTz5/HjhxQtLsjsdph99lJ0tnScMZvn6kpvlQhcCWm+caFx779BSChSz+/bkVzK/SHFdYpKy1a4l3G1KFCkKF9PAIn0sC4ROpZmCkVvKNU2b6oFKI+fwr1Ro204WOEvGo34VEO7kQzgvX1mZ9l5nBbuNw64EovvPiJnbzZWWBLcCQZ/jEFb5ajcczbuEYRUJ8umJnhxIJ5Vo6hfMs2UPhy5pV4dNZBVcMPQjfqC9wRkzhA4CrwhzfwmYGY36XOqVKKoZN+GRG8vcDc3EotnQCqqsKOhS+Hh18IY8DHqcdB2O+npZOxYFhUqG3wsd+/xIVvt18ue/aiqFQrsLjtGs722y3E+mzCF9PWIRvVHHsGAVoMOInEfFMEU/PnIDryoL4jfDZZyXZORnGAm7Em0JbtEjpzBWlWTrPPiS1+QAAIABJREFUL+/C47ThumaLjBAwEsnv4uvPriHWNsfVDfW00T5zfKl8Gf788CydHrHidYA2ApzOnqoOUzwlWTrzeSI4I6DwbaSLqPGNDj6GqM/ZqfCNj4N3OOCNb9YrGZpx28FoPfpadiUDO3dGYIavXxdfPFvC1cAkana7MoWPJXTKtHRGfP0VPqbcm26GbxTtnECD8PWZ6ZWMRIKUTK/C1NdBgRE+FeXrPcE+VxJSOgHU0zjZHN/C1oASOgF9CR8jvn3uheMBFzhOG8LHgqAUh7YAqi2dTLHcSBXpXOjRwTcpEMP9MR+WEzkKeWmD7oQvHKYNKL0UPhkbH3KqGQqVqraVDAx63BMswmdBd3Ac8M1vAp/+tKwvi2dLeGbuBP0PK2/v+sQ4sLoqk/C5qJahbulUr/BlJfbwnV9J4vRsGA5700dWIHwPjNlQqfGSAkoYAYr3GTDP5orw5Ydv6ey7U+ZwAIcP91R1WLm5pNAW1sM2gMXsRNCNrUyx680RaCpdD7cqfDGfq3OGz2YDPzWNsVSiq3X1zMHG70+xwjdEwhd0O8BxpDj3wloyj4rdgcLMfmUKn4LSdaBh6eyl8DHl3pQK3yhibIwCNrLdrWWyYITSdUCzwvmuSCYBGbU8Y34XQh4Hrm5nwPM8Lm+kcdwMhE+CwuOw2zDmd9WLxNUgMQKWTp/LgaDb0Vfh20gXMCUQnINjPmRL1a6byIzw7Y/ptHlis9HvRi+FTw7hY7VLEsJ78qWatvN7DHoRPo6TvPkzyrAI3yjjlluA2VlZX7KdKWHl6I1ECPoRPhbYcsstkr/3mN+N7Uyxrjx5HOpTOqUofOVqDc+t7uKmubaLjrAYf2iGFpVi83tA40bSN6lTwq6mnnDaOdhtXH9LJ0C2zh6L/EQ9xEaCwjfAMIqJoBulSq0niWGEr71TLuJzdaZ0AihPTmEym+j6Om/ZH6m77xSFtjgcQ73I22wcAm5HX4WPzQzVjh5VpvApJHwRL51HHaqrAHZe6z7Dl07rE8vfjmyWPhOjTPgAbWydIjH8IwOvlxIZ9SJ8Mmp5OI7DkYkArmxmsZUpIlWoDCahE9B3jkuiujERbCorVwF2PYmoUfg0SC2dCLnp9bDQljZspop1gnNQcI90s3UuJ3IYD7j13fiKxUaC8NVrlyR8DgqVKtxaVjIw6EH4Egn6vnYd72UDgkX4TIZ4pohgNAjcdhvwgx/0fqKMhE6G8QCpLIVyFW6HTdQ+2Q9Ouw0uu02SwvfitTSKlVpLYAuAusJ3i6eE2YhX0qJ+vKleohtqNR6O1HAJH8dx8Dnt9TTUnuhTzcAUTNZh1xcKF/1KwG4KvWwf60I3UbulM+Z3IlvqrAHIjU1gMtOd8IW9Tlw3GcR4wIWAW+YNd2uLLGNDntcKeZx9Z/gYQXaeuJ4In1xL3/IyWYNl9i8GPYL62HOGT7B06q3wAUT69MYAVXBF0JLwGUXhA/QrX08mZW/2HJ0I4Op2phHYMmiFT49Fv0TCp1X5OrsvR9TO8OXzQEG54jgV9GAnsUuhJW0KH8/z2EoX6+EuzD2ylOhU16mSQWdrtJ49jDI2vyfr93bx971YrqoSDHpCL4XPCBtgEmARPpMhni1RYuHZs1Ta3iuq+fx5YHpa1kIv5ifCly1VVNk5GXxuu6TidRbYcku7wiccu2N7G1/76D347bfcIPq92ED2urBQbke2VEEwL/QpDfEk97js4sPPx4+T8sBK05sQz5YQ9DjglnJRXVwka4hMNVkJxMrX15J5BD2ODoLGwg/ay77T0d6EDwB+/p5DeP+dCojs9vZIpDGGvM6+KZ2ryTz8Ljtc1x8n4iN3nmlpieb3bPJuBTYhIKmnpVNQ+LS4TvQE23UehK1zlCsZgL1L+MbH9Znhk6nwAcCRCT82UkU8u0z3q4ETPr1m+LxewN3fKUKET72lcyNVwHjABaddxdJUA8VzMuRG4ZrwuWojfLv5MkrVWv1eNhf1geOApXjnmqJbB5/mUBlS0xcyFL6xgBs2TtoMX75c1efeYBG+vrAIn8kQzxSpfPzcOdrlYkpeO86fl6XuAXRCV2o8NlJFTfzXfpdDUvH6+eUkoj5npw8+FKIZi60tjAfc8EtQcTxOO8YD7roVrh3pQgXhwvAJn9dp7x/aAjSqGbrYOrczRWl2ToAW/TMzpPTojEkRhW8tWeiwcwKNIf72Ob6d8BjG8imM93AAve/OA/iPD14v/0C3tkaD8HkcogrfTMQL7rrr6C/k2jpV1HGEvc4OAs6QLVXhstvgcuh4i9Grd6kbLMI3mhgfHwlLJ0AKHwB864UNBNwOTIfE0681ASsb18vSKUXdCbmxnSmhWlMXGrQqXM9UQQMCPBXyoLIlfK7aCB9TMlloi8dpx3TIg8U2ha9crWEtmdef8Omp8LHvK0Httts4xPzSlN5CuQaPUSydFuGzMKqIZwSF79w5+otuc3ylEvD887Lm94CGHXJlJ68J4fO57MiXJSh8y7u4eX+kM8KX40jl29yU9XPnot56emM7RorwiSl8fbr4EtmStMAWYKBhFBMBYbC7p6Uz3xHYAjQI307bzNhmgG7GsYzGN7xRIXxep+gM30zE25f894UKwhfpo/DlSxX49EzoBAZP+BwO2hgZRViET1soInxUzfDMUhJHJwPaRs6LQYO5ta7Y2ZEc2FGt8Z3BWjKxvlvoev2XBQ0I32TQDV9GuK60Ez5hRm2yKRn6QMyHpbYZvrVkHjVewfy4XOit8Pn9kjeDpVp7C5alcyiwCJ+JUChXkS5WSNmZmyOr1mOPdT7x0iWyespV+Px0gVvZyWkSqetziyt8mWIFL22mW/r3WqCA8M1GvT0VvlSh3CB8Mm/4WsLjsiNfrvV/0sGDtAjtssiPZ0oj18EHUJm4y2HrmeS1lsx3zO8BjVnEnWwrwVj30e/Isbmh7YGyGb4hI+TpraIBgiIa9VJiq9xqhkoFWFuTXcnAEPa5sNtnhs+nRwpbywEMmPDNzY3u4D4jaGoJX6FAzhCjED49Z/hkXv8PjPlgF+baB1K43gw9CZ+M+S01tk6e5+uOBVVgn10VJGgy5EEkL8wGdyh8Qul6G+FbTLQSPt0rGRiYwlcTWS8ogczzQGr5er5chUcvS2exSH+0gkX4LIwi2O5aXdl53euARx8Fvv3t1icqCGwBqJYBIBVMi/Q9Cibpr/A9t7oLnqfExa6YmFCk8K3u5FHrYj9JNxO+IZ7kPqcdebH5RlbN0GWRH88WpXXwVavAyspAAlsACqSZCLix1SXJK1+qYidX7mrpjPVQ+JbdwqJ/fV27gyyX6UY3Agrf8akArqUK2Ex1LqTypSoSWQosgtMJHDoEvPSS9G++vk6/fxUK326vlM5SBT65QTlyMWjCd+iQ/j9HKZxOej/UEj6jdU6NjwOZjKqAjg7wvCLC53bYsT9K166Bze8x6GXrSyYlWzoBdV18qXwFuVIVM+HhWzong25EGeFr2/zYSLVaOgFK6txKF1vWM3XCJ7cDVi6iUSJ7eoRXyTwPJgLSZjmL5Zp+Ch+g3T2B5+lzZJQNMBFYhM9EYAlX9YX+pz8NXHcd8NBDwNNPN554/jwNYbO5H4kYa+o602Lg1u+2iyp854UB+JvmenjIlVg6I16UqjVsd1GZ0oUKQoUMam73UIuHvS4Jlk6gazVDTbDWdOum68D6Oik9A5xNYl18HYey272DD2jEdLdXM7zsDNF/rK1pd4Bs0TwChO+eo6QyPnalU8VYE96vmYjwfp08CbzwgvRvrjKdtV9oS7ZYhV/PwBZg8IRvVOf3GFj5uhowVcQoCxymwmup8uVydE1U4PBgc3wD6+BjGLrCJ1j1VVQzNK5nwyd8UyEPovkU/U8Xhc/vsrcEix0YIzvvcqLhHFpK5OCy2zAV1HmWU89aDgUKn5RZzkK5qt8MH6DdPSGXoxEoo2yAicAifCbCdpYutnViFo0C//zPdMF64xsbStD588Dp06QQyUC0qRtHE0unyyGq8J1fSWJ/zNtbrZqclJ3SNhelHbflLnN8qTwpfHxkuCe4pNAWoGs1QzJfRo2XWbo+IIUPIMLXratnLUk7g91u+C6HDQG3o17My3CV86PGcdoqfCNQus5wciaEiM+JxxY6F/KskqG+I37yJCl8vZJ527G8TI8KLZ0RH80XdlPKc6WKvt1TwOAIX7lMGwoW4Rs96EH42OdJAeE7IszxDVzh02uOS+IMn1j6shSw69m+iEqCxI5XpcIXyadRdns6Nn4308UWdQ8ADsZYF18juGU5kcNczKuqvkoS9KzlkKjwMrBZznYnTjsK5ap+xeuAdvcEozkeRGARPhNhW7BTjPubyNHsLPDNbxIhePBBWhg/+6xsOydA3XmsH0eTlE63XbSH7/zybu/5PYAIXy5H9QQSMSvYbrrN8aWE0BZuyCe4x2lHQWyGDyDCl8kAG40ZNtbBFxux0nWG66eCuLyZxvxK60W5vsPbw9IT9XfOs23mq8iFY6YlfHYbh3NHx/DYwjb4to69VWHDgn2eceoUkROpwS2M7Cud4fM6UeOBdLFz0yZXqsKvd2iLx0MpvXoTvpUVskwZgfCpJT5GI3zsHNWS8MmIom/H226exfvuPKD/3FY79FD4qlU6tyTcCz1OO0IehypL55rQwara0mm308JfBQHyux2YKGWQC3Y6i7ZSxTrBZWh08TXm+AZSyQBoMrPYE3ItnRLK13mepxk+i/ANHBbhMxHibIav3cp3/fXAN75BC9lXv5pujgoIH9BQjbRJ6XT0VbG20kWsJvO95/eARo+gDFsnmxFb2cl1/Fu6UEG0mIUtNmSFz2WTbukEWhb524K1d1yKwscI3wAVvl+87whifjd++6vzLdaPdUHhmwp3J6oxn6slBa5QriJTrCA/PqUP4RuB0BYAOHd0HOu7BVzdbt3UWEvmYeMa3ZI4dYoen39e2jdeWqKbeSik6LjCXtr82e0SKpMrVeHVW+ED9Ella8eoVzIwWAqfNmCET2bxOgCcngvjU+88rb+q045otGE/0wqpVON7S8BkyNN3oS+GtWQeDhvXQaYUQQMCPFXOIu3r/AxspgstgS0AuR2CHgcWm5I6l+IDJnxDTGllkBLeU67yqPHQ19LJzmG1sAifhVFFPFOEx2nrHqhyxx0U4PLKK/T/SgmfoBppMsPnsiNbqnQoFwwXhML1m/sRPrbDK4Pw+d0ORH3OrtUMqUIZkVJ26Ce4GBmuo0s1Qz28R4rCt7RErzUYVHKYihD2OvHbb7kB51d28fATS/W/X0vmMRF09yyLj/hcLVYRlgZWnprWlvCxxeMIKHwAcO8xWtT+YKF1UbuaLGAq5GmUFJ84QVUlUuf4lpcVq3tAY64yme9cZGaLFf1n+IDBED52zdwLhI8tcIxG+LQsX1eh8A0NepSvy1zsqi1fX0/mMRXy1JNOVUEDwhcrZrDjbb0v8jxPls62uTyO43BwzFdX+HZzZaQKlcEQPr0snbUaXVtlEb7+tUsAUKjQusZS+AYPi/CZCPFMCWN+d+/+nwceAP7u74C77wbOnFH0M1gQiBYnq9flAM+jp3Xx/HISdhuHUzN9FAgFCh9Ac3yrXQhfulBBuDh8wucRevi6zUe14OBBsrA0KXzx9lnOfhhSGMVDt8zg7iMx/OE/v1gPz1nbzWOmTwdTzN9K+OqhO9PT2oa2sMVj27D+sHBwzIfZiBf/3kb4OiLMfT5KbZWj8KlQdpm9u1s1Q65U1X+GD6AbvFa7ub3AFD4V5HggGBsjVUbqDGc3JBJ0PRngBpAqxGK0yTEils6hQU/CJ/F9kNrB1gtru4WuCc2KEIupJkCRfArb7tZZzEyRkkRZKmkzDsQahI896t7BB+in8GUyRPqUWDr7Eb6SRfiGBYvwmQjbUpIZ3/MeKmP3+xX9DNbFp9UMHwBkewS3XN3OYn/U23/hyAifzB3e2Yi3h6WzjFA+PfQTnL2/xYrIHJ/TSYv8Nksnx7WG7PSEykW/UnAch999+43IFiv41DcuAWClu71v+BGfs6WHj1lX7bMzRPirEhRRKdjaopuozFAjvcBxHO45NoYfXom3WGBXu3VWnTw5OMInWDrb5yp5nke2VNF/hg8YnKVz3z5KNh5lsA0KNQvdRIKufYMsDVcDu53O1b1O+PRY9MtV+EIebKaLPR07YqAOVo0SLTVQ+ILZFDYcvpbXw4jMVFfC58fKTg7VGj+4Dj6AQmXcbu0VPgXngddlR9Dt6K/wCRv8uhA+Np6gNeEziuNBBBbhMxHiGYndayrAVCOvS/1HhxG5XI9qho1UoTGf1AsKLJ2A0MWXzHfcnDK5EnyF4St8XsHfLmmO79ixFktnPFNE1OcSt8bw/FDj5o9NBvGL9x3Bl59ewY+vxkVLd2M+FzLFCkoCCWYKn3v/LO1EyvwM9MSIlK43455j40gVKnhulW5ktRqP9d185474qVPSkjqzWVogqFCt2AxfezVDsVIDz2NwCt8gCN+o2zmBBuFTY+tMJIy3uBkfH5kZvqFBD1sfex9kWDpLlRpSeZH+2C6o1nhspPpv+MmCWsLH8/BmdrHtDraEUrEZxXZLJ0BOjHKVyuMHqvAB+vQwKtz4mBApX29YOnWgH3Y7EAhod09IJGjzS+Gc+6jBInwmAlk6Jag6KqBlaAub8eml8K3vFjDdx+IHgGxsgYDsxf5s1ItCuVYPumGo7iRh4/nhEz7hvZHVxSeQ10RW4ucgmaSy1iEuZn/l/uOYjXjxn798gUp3++zwRoXXlBRsnSyN1HdQIC1azfFtb4/M/B7DubY+vu1MEeUqj9n290tqUierZFCh8IUEwpdqI3xZYYHUdZZYawyK8I1y6TrDzAw9rqwo/x5GJXxaz/B5PPTHKBiBGT411Qw9r2dKwQifQrURu7uwVavY8QSxmWq8Hvba2kNbgEY1w1Iih6VEDmN+V0tXn67Qo5ZDJuFnECtfZ9kEutQyANreE1hojc0cVMkcr8ICeJ5HPDsIhY+Ftqi/kPmEi2GuSzgJz/PYTBXFCR9Ai3MFM3wAOub4uORoeLaZ3UFycEs6XV/0xDMlafN7Q+jga4fXZcd/fduperpZvx1eZlFlXXzbmRKCHgdcB+boCVoRvq2tkSN8E0E3TkwH8Zgwx8cqRbpaOgHx4BYNfvcepx1ep71OwBnY+WwKwlerETk2gsLHSCkLmVECoxI+rRU+I9k5gRGZ4aN7tZI5vnoHn1YKXyxGiaW5zrENSRBU8qQ31JI8ypSrbgrf/ibCt5zIDU7dAzSZWeyAzN8/w2TII2Lp1HGGD9Ce8Jlkfg+wCJ9pkCpUUK7y4jN8KqGHwtetfD2RLaFUrWFazNIJ0ByfXIWvXs3QSvjsu6Mxv8HscEqSOrezxfqsZV+MSNz8Ayen8PobaBaz3wxH1E+KEpvj28oUMRFw03wVYGrCB5Ct84lXdlAoV3uX1N9wA1lQxOb4NFD4ALJ1ts/wMcXeP4jd7XCYNju0mt9sx+YmLRxHPbAFoM5VpxN4+WXl38OICxyL8GlSNt6BnR2aY5Y478+CTJQofOu7Pa5nSqGWAAuEb8cbxEa6WeErwuWwIeTtvLbNRLxw2jksxnOD6+BjGCFLZ9jrQKrQ29ZbqLAZPp3oh0X4esIifCYBs7eN66zwnZoN4003TuPMQfUnASM12S4zfNcEG4Vkwic3tKVevt7YAaxUa3Cl5XUP6QVGqJV08clW+EZAvfi9d5zGL7/2KE7P9p6bYQofS+rcThfp8z49TU/QIqmzVqPF44jN8AHAPcfGUKrU8NTiTv1zWy9dZ5Ca1Lm0RMSQ2QAVIuJzdszwsfN5YAofQKRPD7B5uBHcAOiA3U4EXg3hM6LCNzFB56xS+147ZEbRjwScThpt0HLRn0zKCvCZlFC63QtrdceChpZOQPn7IahlSW8QG02vZzNFHXzdktDtNg5zUR9e3s5gNZkfLOHT09Ip81wIepxIF8o9w3vyeqZ0Ahbh6wOL8JkEPUvXNUbA7cBf/swZaVZLEfj6KHwbKVbCrY/CF/Y6EfI4WhS+TLGCcCFD/zNswueSEdpy6BAt9i5fRrlaw26+LF3hc7tHYjE7FfLgf3vDiUanXBfEBHWZ9QxuZ4oYD7oAl4sCK7RQ+JJJUotG4D1px52Hx+CwcXhsYRtryQKCbgdCHmfnE0+elGbpnJmhhaIKhL3OjlqGfN3SOSCFD9DP1mm0WO7Dh5UTvmqVPv9GI3zj4zS3qhXpTyaNFdjCoEEyZQtkLnYDbge8TrtCS2cBXqe9HgSlGhopfIVQpIXAbqSKXef3GA7EfHj85QSqNd48Cp/MwJKA24Fyle+ZMF7Us4cPsAhfH1iEzyRgCp+khf6IwFevZeii8O3S65Fl6ZS5wzvb1sWXLowO4ZM1w+d0EulbWMCOHOK/uEiKgEEGklnvW7Jphq+uaO/bpw3hG7HS9WYE3A7csj+Cxxa2u1cyMJw6Bbz4Yv+kTo3qOCI+J3Z7WDoHqvDpRfjYrrlRSJAawscWeEZ5rQxal68b0dIJaL/oZ4EVEsFxHCZDyrr4KKHZ07tDWC7YZ1ip6iUQPtfkRJuls39y+IGYDzvC9XCgM3zRKPXmqengbEcySX2cMuuJQh56frqHrVP3Gb5IRNuUTqNdD/vAGCs9C6JgnWR6z/BpCX+9lqHzwnAtVQDHNZK/+mJiAqhUZBcwz0W9LQrfbr48MoSPWToLUhQ+gOb4FhbkfQ6G1MGnFG6HHX6XHYlsGaUKKZl1wjczow3hY4vGESR8AM3xza/u4tK1VG/708mT4kmdy8uazKWFvU4k8+2hLQOe4QMshY/h8GH6DGcy8r+WpXuymVijgBE+reb4jEr4tLb1KVA3JoPullRLqVjf7V/JIxtaKHwcB8/kGLaaLZ3p/grfwbEGyTswNmCFD9De0qvgPAgIhC/TZV0HNHr4dEvpHBuj319NpMNYDDxvKXwWRhNxYaEf1bmWQUuwE75bSue13TwmAu6+Fr86WPm6guCW5i4+pvDVnE6ahRoi6qEtUgnf9dcDly4hvpsFAMSkWjpHYH5PDqJ+F5K5Ut3WWVcytVL4Rpzw3Xt8HDUeWE6IKHxAb1snz2uo8Lk6LJ1shs9vBoXPiIQPUJbUyTYIWAiUUcDOVS0IH88bm/DpMcMnA5PB/gmNvbC2W8CMVgmdgDaELxLBZMRfV/gK5SrShQomRRQ+AHDaOWnuJK2gVw+jgute0E1OnHShu9qYL+vYwwfQ9YDZ09UgmyUhwSjXfgmwCJ9JEM8WEfE5pRGkEYHNxsHnsned4bsmtZIBaBA+mZaeuagXmWKlvmBNF8oIFTOohSOSB9X1Qj8y3BV33QVks6hcmAcgwdJZLALXrhmO8MX8LiRypXrpeoelU+2uHvsMjWBoCwDcPBepWyU7AlsYxJI619fp96+Rwlco11qUaHY++wah8LGFuZ6WTo4zzkwXI3xKbJ1GJXxaKnyFAqWyWoRPkboxEZRv6SxWqthKF/smNMtGKESjCmoI39iYoFgW6zVRQH/X0cExSjSdi/pgtw1wDaHWwtoNMi29DHWFT8zS6dBpQ1ChANABo232SYBx2IGFvhhE6boe8LkcXWf4Nnb7e+VboPAEn4u2VjOkChWEC1nwI3Cz9wihLZItnefOAQDcj/8IADAupvBpFMs/aER8LuxkS9jqRvgqlUaqolKM8AwfALgcNtx1mG7us70UPp+PZjp7KXz/+I/0eO+9qo+HzVU2q3w5vYt1mzEIhc9IxbtqCd/UFM3tGAlazvApTCYcCWhJ+JidTXYHmxuZYqXrJm4vbAjz+ppaOm02OnalBCiRAMbGMBXyIF+uIl2s9C1dZ9gf8wqPA3YIjZClMygQvl7VDIVyDS6HDTa9CDG7d6u9HliEz8KoYjujf+m6HvC57D1n+CRbIhQTProoM8KXLpQRKmTAjcCQrstug42TGNoCkFK3bx/CzzwJh43r2hPUghHp4JOLmM+JnVwZ28Iu8kQz4QPU2zq3tqh3yqvh4kNj3HOMFrh9S4pPneqt8D38MHDddcCtt6o+Fpaq19zFlytV4XHaBrPDPYjQlhG4HkjGxAQRfqWWTqOpewARVKdTG4XP6IQvnyf1Xi0yGbLFKbB0AvKqGVZZJYOWlk5AHQFmCl+oUTWx2ad0ncHncuD4ZACnZ+UlW6qGXpZOJYRPsHT2nuGrwuPQkXoodHx1wCJ8FkYV25mioQJbGHwue4fCVyhXsZsvS7d0sh1eheXr7IbDZvhsseGf4BzHweu0S5/h4zjgnnuw77mnEPO7xNPOWAefQRW+ejhNsGmGD9CG8I2ousfw7jNz+Ohrj+GW/X1uxr2SOq9dA777XeC979XEthzx0vvfrPBli5V6IJPu8HiolkNPhc9IN3yOI3VXqcJnRMLHcY0uPrUwMuHTUuVh74OC0BYAsmyd67t0/9XU0gmoJ3yxWBOBLdSrohgJ7IWvf/Re/Nrrr1P2c5ViBBW+XjN8hXJVv4ROoHH/tiydHbAIn0kQz5YMVcnA4Hc7Ouwf13aFDj6pCp/TSSelzBM84nPC77JjZYdKrFP5MiLFDGwjsqPvdTmkEz4AOHcOsa01HK9K6KNaXKSFkgZzXINEzO9CuljBRqoAn8ve6HpjBeJqy9e3tkZ2fo8h4nPh199wPVz9dklZUueVK61//6Uv0ZzjT/2URsfSWpUBkMLHKlcGAi17l9qRSBjvhq+kmiGfp5ROIxI+gM7ZvU741AaVNEPhYpeFlnz3Ren34nXhfq+5wheLqatlGBvDVKhBYDfTRThsHGK+/hvrXpcdjkFnKbDPq1YKX60GpFK6zfDpSvi0sngbrZJHAizCZwKUqzUkc2XdS9f1gM9lr6f6MVwTdtL2ySl3n5oi9UIGOI7DbNRb7+JLFyqIFDIjs8DzumzSLZ1AfY7vzmuXxJ+7tESqmMtYnxmWQnt5M92Gk3Z/AAAgAElEQVT6eWcKnxaEb8QVPklgSZ3tts6HHwZOnyZCqAHqls5hKXyAvoRvZ8d4N3xG+OT0krKNASMTPi1m+NjnyCghPc3Q0tbHCJ/MBf+hcT/eeessPvv9q7i8IWHjEeSwifqc8Gqd6qtU4SuVgHRasHTSGmQjVcBmqoiJoFu/2TM1sNvpM6uVwpdK0fVDAeFz2m3wOG1I97B05stVfee7XS46bkvh64AqwsdxXIzjuG9xHHdZeOz6znAc9wHhOZc5jvtA099/l+O4FzmOe1b4M6nmePYqvnOJPthGnOHzuxwdpEa2wgcAc3PA6qrsnz8X9dVn+DL5IgKF7Mic4F6nXR7hu/VWFB1O3LTYI6yjGax03WCICorS5Y1MI7AFoJm7WEw94dveNgfhO3GCHpuDW5aXgcceIzunRggLv49UE+HLl6vaL976HoTOhG9ErgeScfgwLdjkLP6MmtDJYCl8I6HwAcDH33ID/G4HfuvRedRq4psO60mNO/gYlBI+RpjHxhBwO+B32QWFr9A3sGXo0LKHUSXZCbidfYrXa/pVMjBMTGgzw2ezGS/Eqg/Uvuu/CeB/8jx/HMD/FP6/BRzHxQB8AsBdAO4E8Ik2YvjTPM/fIvxRScn3Fq5uZfDhzz2B//CFp3BwzIfX32A8vuxz25Ftt3QKCp/kGT6ACB8rDpYB1sUHAOVkCna+NjI3e1kzfADgcuG5fdfh+JV58ecasIMPQN1Os5kuthI+gGydlsJH8Ptp4d+s8H3xi/SoIeELuh2w27iW0BbTKHw8b7zQFkBZUicjfEePan88g4A1w6ct4VM4wwfQxvPH3nQCT7yyg79/aln0+WvJQv8AKqWIxei9kKN0A42k57ExAMBkyIONVAFb6SIm+gS2DB3s9WoBledByOPoO8Pn1jvBeXJSG8JnpIRmCVD7Sh4C8Hnhvz8P4O1dnvMGAN/ieT7B8/wOgG8BeKPKn7unkSqU8fvfuIg3/Mn38OOXE/jYm07gX37tPn0umjqDevg6Fb6A24GAnB6vuTkK7KhIj4MGqJphN19GulAGz3bHRmRH3yOT8BXKVTwxcwL7rrxAfVK9UKuR2mNAhS/SND/RlfApUHnryGZplmnEZ/gkoz2p85FHgDNnNFVxOI5D2OtEMt82w2cGhU9hUuHQoZTwjY0Z77UyjI/TAk3m9b8DySRZwjwjvLDvhRFR+ADgPWf2485DMfz+Ny7VO1N7YW03jxmtA1sAOvZqleyZctCk8AEURMNm+MQCW4YKLRU+lYQv4HH0Tums1PSv7JmY0MbSadTrYQ+oJXxTPM+vA4Dw2E1imgXQvM2zIvwdw98Kds7/nesTLchx3H/gOO5JjuOe3NLCq29QPPrMCu7/o+/is9+/infcOotv//qr8ZFXH4VbrxJLneF3OZBtuzBspAr1YWnJmJuji/vGhqwvY+XVq8k8OBW7mnrA67JL7+EDBfc8NXsD7JUy8NRTvZ+4sUFzCkZU+Jq6JifaZ1ZnZ9UpfOy6YgaFD6A5vRdfpEXwlSvAE09oFtbSjLDX2arwlSrwD6J0vX4A4cYCRUuM2AaQZCglfEa1cwJE+Fh3nBqwZEINEmwHDrY414rwcRwVmCuAzcbh995xI3KlCn7/Hy/2fF66UEa6UNHP0gnIfz+6KHyrO3kksqXRtnSqCalph0rCF/Q4els6hdoeXaGVpdNo134RiL7rHMf9K8dxz3X585DEn9Htysk09p/mef40gFcJf3621zfhef6veJ6/nef52yfMsiBTgLVkAQfH/PjaL9+DP3z3zX07YYwAn8uBYqWGSrVW/7trqYI8OydAi31Atq2z3sWXyMO2O1qEz+eSN8MXzxTx9Iwwu/WDH/R+IqtkMCDhY6mQADDefvOdmaHgnqoMG2wzRrx0XTZOnaKkzoUFUvcA4Cd/UvMfE/Y6W4vXiyZR+NhC0WiWznCYrmF7jfAB2tm4jAiHgwiaVoQvHFZlZzs+FcRH7juKrzyziscWutttWUKnrIA2qVBL+ITzfiroro99jPR6a4QsnQG3o3dKZ0XnlE6ALJ3b2+RmUgojJjSLQPRs5nn+9TzP39jlz9cAbHActw8AhMduGuoKgObs9zkAa8L3XhUe0wD+P9CMn4U++Mh9R/ClXzqLm+YMelNqg1+Ib881KVkbuwVMh2Tu+M3N0aNMwtfcxedIjRbh8zg77a79EM+WEPdHUDh0hMI5eoGVrhvQ0ulx2utkoqOGZHaWyJ5SK4fZFL7mpM5HHqEUVx1+5xFfG+EbhqUznVZO9HvByCltcqoZikXaBDID4VM7x7e+DkxPqz+eYUErW18yqcnn/qP3H8PBMR8+/uh8V7fKmkCkZvVQ+JR203UofI37jGzn0SDBfvdyZxa7QbXC5+w7wzcQS2e1qo4AGzGhWQRqddWvA2Cpmx8A8LUuz/kmgAc5josKYS0PAvgmx3EOjuPGAYDjOCeAnwDwnMrjMT0cdpt4qbaBwHrUmJJVrfHYTBcxHVZg6QRkz3CNB1xwO2y4upWBPyt4/Udkged1yrR0CmXklbvPksLX68LPCJ8BFT4AiApzfOPtlk7Wxad0jo8RPrPM8LGkzi9/GbhwQRc7J9Bq6azWeOTL1UY/4iDAIvTlzuqIwcg9TIcOAa+8Iu25rMLByISPbdJoQfjYdcSIUFM23gyN7Gwepx2/89CNeCWew5ee6tyMXUsKCp+elk65BDgepzlOvx9Aa1r4yCt8lQrNoqtFMqnK0htwO3rXMpQGpPAB6ub49qKlUwR/AOABjuMuA3hA+H9wHHc7x3H/NwDwPJ8A8EkATwh/fkf4OzeI+F0A8CyAVQCfVXk8FgwGpvCxOb54pohKjce0nEoGgHbj3G7ZCh/r4ru4nkaoIFwoR+Qkl5vSGReG45333kPkpb10m2FpiS7kRuyaQmOOr8PSyWy9Suf4zKbwsaTOhx+mm/e7363Lj4k0WTrZ59U/6OJ1QHtbp9EVvldekbbbb/RKBkAbhY/n6dphET5NF7v3HR/H6dkw/vaxlztqGtZ387BxZJvUHGosnWNj9TnOiaZjG/nQFkC7HkYVlt6QENrSrZajUKnBPYgZPkC5xZvNAxvx2t8Hqt51nufjPM+/juf548JjQvj7J3me/4Wm5/0Nz/PHhD9/K/xdluf5MzzP38Tz/Cme53+V53mNPTkWRh1MCWDWRVbJIKuDD6CLs8JqhrmoDxevpRAuZlCz24FAQPb30ANeFxE+XqJFI54tweO0wXXfvfQXveb4DFrJwMDm+LqmdALKFb7tbcDpNCwR7oqTJ+nm9ZrXNMrpNUbY50KqUEa1xiMnbNwMReHTmvAZNbQFIMJXKNBMqxjMQPgE+52qGb5UCsjldDtPBgItCZ9Gs4wcx+HD9x7Gla0s/u1y6+9nNZnHVMgDh10HAqDU0plIND5PaKxFOA4Y87t6fdXwofT1dgMLL1KIgMcBnm8d1QGAWo1HaVApnYDy64FRE5pFYJ6CCQuGBJv1YQofK12XHdoCqCB8XqQLFYQLGVRC4ZFJaPO67OB5oFhpDB5XqjV898XNrv74eKaEMb8b3KlTpOB1I3zlMvDcc4YmfDG/Cy67DSFPG6mYnKQdSTUK3/j4yPz+NQGb49PJzgmQwsfzlLiXFTZuBj7DB+ij8DmddWuXoSAnqXNhgd7DpkWu4eDx0EadGoVvfZ0eja7wjdAMH8ObT+/DVMiNv/n31s/jerKgT2ALQOetw6Fc4RPAkjnH/G59iKlW0FLhU0n4gh7alG1fpxQqdH8YeUunkd0dfTDCn14LewFsYcgUvg1Wui5X4QNUla8DQLiQQS08Oic42wXLl6qo1Xh8/fwaHvzj7+Hn//YJfOLrz3c8P54tYizgItJz9mx3wvd7v0eLwA9+UO/D1w33HB3Hg6emOmdZHQ4KXFBD+Mxi52R44AEq037Xu3T7EWEv3dyTuTJyJRMpfMzSY8QNALmE79gxY77OZqgtX2fXDSMrfBMTRFjUBndobGdzOWz4ubOH8P3L23jxWmPWdn03r08lA0CfZyUEuI3wBdwO+Fz20a5kABoK3wgQPtah3J7UWSjT5rXHoTP1UJvaaxE+Cxa0B+vrygoLxWupAhw2DmPtdj0pmJsjO5/MKN65aIPw8dHRST9lhO8fLqzhTf/X9/Er/+MZOO02vP6GSXz1mVVc3mgNqSCFT7CcnDtHSl7zIvjxx4Hf/V3gZ34GeOc7B/UyNMdP3rEff/b+27r/o5rydabwmQmvf32jVFsnMIvtbr5c37gxxQxfImHMwBaAQlsAeYTP6BgftxS+yUlycajppSwU6I/Gi93333kAHqetrvLxPI+13YJ+hA9QZnGNx1vOe47jMB3yKHMdDRIjZOkMCu6bVAfho/uDV28HiNNJv3ulCp+R7fx9YBE+C0NFu8J3bbeIyaAbdpuC3ea5OSoUl3nTbyZ83Aid4Oyi+F++9jzK1Rr+9H234p9+9VX4w3ffDK/Tjk9/66WW58czxQZRPneOdnl/9CP6/1wO+Nmfpd3rz3xmkC9jsFBTvm5GhW8AYIQvmS/XrdmmUviMCK+X1G4xwlcuU7jL8eMDOSxdMT6uboaPXTeMTPimpuhxY0P592CEQeM+wqjfhXfeNodHn13FdqaIeLaEUqWGGT2JlNxuOp7vUPgA4PffeRq//uD1Gh+cxhgpSydd/zssneUBWToBdeXrRu1gFYFF+CwMFX4W2iIsFDdSBUwpvQGoLF8PFTKwx0ZngXfbgShedXwcf/Sem/Evv3Yf3nbzDGw2DjG/C7/wqiP4p+eu4cIK7eTyPI94tknhu/NOsnYyW+dv/Abw0kvA5z5n3GJhKVCq8PE8LZKY99+CZIS99JlL5kqWwjdKkNLFt7hI4QSWwkeEz+8HgkHtjmnQ0CKOPqlfH+2H7jmMUqWGv/vRUr2DT5dKBga5ls5MhjZB2gjf3UfGcHJGWUXBwOD3k7I1EgofbQJm2qoZWIqz22EQwmfUDb8esAifhaHCx2oZhIXi+m5e2fweoLh8fSLghstuQ7iQgWNsdBZ4+2M+fOHDd+HdZ+Y6hsV/4VWHEfU58X9880UA9P4VKzWa4QMotOX0aSJ83/oW8Gd/BvzqrwKve92gX8ZgMTtLN/hCQd7XXbtGPW5mUDoGDDbDl2pW+JwDVPg8HlroWApfK6QQvsuX6dEMhE/tDJ/RO/gA7frHAF0++8cmA3jN9RP4wo8W8Uo8BwCYCY+QpZNtFk5P63M8ekLpzGI7KhW6F6r4/bMZvnSvGT69axkAOhes0JYWWITPwlDhsttgt3H1sIeNVFF+JQODQsJns3GYCbvJ0mmQHf2gx4n/5TXH8P3L2/jhlXi9g2/M3zT7eM89ZOn84AephPtTnxrS0Q4QbMEm19Z58SI93nCDtsezB9Ac2sJ2cH2DVPg4jnajLcLXisOHgeVlWsD1ghkqGRjGx6l0Op9X9vVra8YObAG0tXTq9Nn/8L2HsZ0p4rPfuwoAmImMkKVzfp4eb7xRn+PRG3Jfbzew66gGls720JYim+EzgqXTbje22t8FFuGzMFRwHAefy45ssYpMsYJMsaJ8OHpykpIaFSR1HvXxcPA1Qy3wfvbsQUyF3Pijf3kR25kSADQUPoDm+DIZuvl/4Qs012N2KCV8ly7Ro0X4ZMPlsMHvsgszfIKlc5AzfADZOrUkfNUq2ZoMsgHUFYcO0evodz1cWKA6AzNYmVngUjyu7OvNoPCxwnAtFD6drP/3HhvH9VNBzK/uwu2wIaZnt100Suex1CC3+Xla6Bv1PqCFwscsvSp+/36XAxzXOcOXH+QM3+QkKf4yQ/wANHoojZ5c3AaL8FkYOvwuB3KlSqODT6nCZ7fTDVsB4XvXYaFs3UCEz+O041dedxxPLe7gS0/Ra25R+O67jwjwJz4B3H77kI5ywGBznEoUvmDQ+Au+ISHsddZrGThuQJadlgPQmPCx72Wg60EHpFQzmKWSAVAXxc7z5lD4HA4ifSM6wwfQJu+H7j0EAJiJeDvrdbRENEq/W6nXhvl5svV7RjyRsxe0UPg0IHw2G4eAy4F0sZelc0AKX62mjAAb3d3RAxbhszB0+Nx25ErVRgefmtQuVs0gE2+eE36mwU7yn7x9Pw7EfHj4iSUAbQrf/v30Xnz840M6uiGAETa5n4GLF8n2aoaF7xAQ9rmwKyh8tLs74PdRa8LHFglGVvjkED4zgCXsKpnjS6cpydgMGz5TUyOZ0tmMh26ZxZjfVU/I1g3sfi6VBM3P0+y7URGLjYTCBwABj6PLDN+ALZ2Asg2gRMJwa0EpsAifhaGDFL6qeoUPUFy+btQhXafdhv/4wHX1nt0Oe8zk5N4iMdEo7c4qsXSeOKHPMe0BRLxO7OZLyJUq+ncsdYPWhM+g14MW7N9PSb29CF+lQv9mFsLHFD4lhM8MlQwMasIqAPrsBwIUhKQTPE47Pv+hO/GJt57U7WcAkNdNl80CV68am/CNiKUToDm+9hm+hqVzQKEtgLJzYWfH2Jt9PWARPgtDB83wVXBNK4VvZQV1BiQVOttY9MRbb57B9VNBBN2OwVglRhkcJ7+aIZWi5xt1bmMEEPExS2cVfjMQPjMU7zqdRPp6Eb7lZYqgtwhfg/AZ3dIJaEP4BlDdc+NsGMcmdQ7FkKPwPf88rRuMTPhiMbqf9QtqEoNGCm/A7UC62L2Hzz3qCp9JLZ0Dnqy3YKETPpcd25kSru0WEPY61ZGWuTmy5iST8k5YA+/o220cPvP+W3F1KzPsQxkNyC1ff5GqLSzCpxxhrxO7eZrhG2jpev0AdFL4jL7L26+awUwJnQBduzlO2QJvfZ0ezaDwqbV0yr13jjLklJGzhE4jEz72epPJxgaIXGi0+R30OJHMlVr+rlihGb6BWDrVKnxmOQeaYCl8FoYOn9uBbIkUPlV2TkBxNYORCR8AXDcVxBtvNMHutBaQq/CxSgbL0qkYYZ8TyXwZmWJlsKXr9QMI0852tarN9zP49aCOvUT47HYi6JbCR+eC3C5SBjMtduUofPPzVF7OZl+NCDkW1l5IJskKHgioOpRuM3z5UhU2DnDaBzBmMjZGj3I3gHjeXJseTbAIn4Whw++yI1ek0JYpNXZOoJHSqITw2Wym613Zk5iZoQWcVFvvxYuUbnf0qL7HZWJEvC6UKjUksqXhKXwAhW9oATNYOgFavK6vd++mW1igqhYzkByGqamGWicH6+u02DfD9Z8pG2o6yIz+uWeQQ4AuXABOnaJ1gFEhR9HshWRSk0qCkKdbSmcVHqd9MKFeTie9H3LPg3SaNg7Ncg40wcCfbAtmgc8lKHy7BewbpsIXiRj7Ym+BMDtLtt5UStrzL10ilUPHkAKzg5WvrycL8A1rhg/Qzta5swP4fIDbLf7cUQZTKxYXO/9tYYE2Ocx0zTt0qPtrFcPaGm0UmSHgSm35+oBm+AYCr5fOYTHCx/PGT+gEtFP4NPj9B9yOjh6+QqU6GDsng5J5VrNs9nWBia70FowKv1DLsJ0pqlf49u2jm7ZcwpdImOcmt9cht5rh4kVrfk8lIj4ifOniEGf4AO0In1liuQ8dosdutk4zVTIwHDoEvPKK/K8zQwcfg5rZJcB8djYpyZUbG2QFvummwRyTXmCETwuFTyWCHicK5RrK1UbxeaFcG2yw3MSEfIXPLHb+LrAIn4Whw+dyoFrjUeNVVjIApNJMT8snfIuLwIED6n62hdGAnPL1chm4csUifCoR8TbU0aHN8AHaKnxGD2wBGgpfOwmq1ehzb0bCt7Mj/3Owvm6OwBZAHeGrVMjSZqbFrpQycjMEtgDaWjpVIuCmjb/maoZ8uQr3ICoZGJQofGYJ7OoCi/BZGDqaLWDTYQ0sVEq6+My4271XIUfhW1igRY4V2KIKYV+D8JlC4TPLHNO+fWRpu3Kl9e9XV4Fi0XzXPKZoyrF18ry5FD41lk4D1xP1RDS69whfPK78e2jkdgp6BMLXNMdXLA/Y0mkpfC2wCJ+FocPftECcUqvwAfIJXzpNu0BmW/zsVTDCJ0XhYwmdlsKnCuFmhc8MM3yJhDl2eG024NZbgU9/GnjoIeC73yWCY7aETgZG+OTYOtNpmvk1i8Ln99P8qdI4esBc4w1SLJ3z8+QMUlplMCpwOum6paaWg82zqgQjfKmmOb6hWDrjcXnpzdeuNb7WZLAIn4Whw9dkAVNt6QSI8MmJ5We732Zb/OxV+Hy0YJHyGbh0iR4thU8VIj5X/b+9ZiB8ZlH4AOCrXwU+/nHgsceA174WuO024L//d/o3s13zlBA+tjFkFsIHKC9f38sKn9HVPQY1PYyZDF1D2ViECgQ9tAnYbun0DNrSWavJs7g+9xzdT8yi+DfBInwWhg6m8LnsNsT8LpFnS8DcHF20pEa0s91uK5bfPGDVDGK4eJE+Lyo7h/Y6/C47HDZKOPS7TWDpNEtoC0ALwE9+ElheBv7qr4BSCXjkEbJ6slRjs2B8nDZ85BA+VuNgpgWe0kW/Ge1sYjN81Srw/PMW4QMam6QaXBfYDF9zF1+hXIXHMWCFD5Bn65yfp/AeMyT2tsEifBaGDjbDNxV2a9PPwi5WUlU+i/CZD7Oz0gjfpUuWnVMDcBxXT+ocSi2Dx0N2Ji0IX6lEFj8zWDqb4fUCv/iLtIP9L/8CfPnLVFZuJnCc/KROS+FrwIyELxqlip5Kpfu/X7lCJfUW4WusmTRR+Dpn+ArlKjyDvD/IDTAySz1HD1iEz8LQwRQBTeycgPwuvoUFukiaoXTXAmFmRpzw8zwRPsvOqQlCwhyffxihLRxHKp8WhM+Mi95mcBzwwAPAW94y7CPRB0oJn9kUPiWEj32N0WfZmsHOY2ZXbceFC/RolkW+0t890FgzaUD4Ah6m8LXN8I2ywre0RJsDRq/n6AGL8FkYOuoKn1aEj12spBI+M8aT73XMzpJVq1br/ZyVFZpZsBQ+TcCqGYai8AHaET4272E2hW+vQC7hW1+noBMzbfgxha/f9a8bFhdJCTZTYIVYGfn8PIUbnTw5uGPSE1NTRFoKBflfq6HCF/I0ulkZCoOe4ZNL+MxG/ttgET4LQweLcddM4ZNL+BYWLDun2TAzQ7MZ/XY6WWCLRfg0AQtu8Q1jhg+wFD4LBNbFl0pJez5LJTTTzM7kJF3/xMJK2sH6aM30XrDzuB/hO3aMiK4ZoKaWY3WVAs/8ftWH4XbY4LBxHTN8A61lYEq1VMWT1XPceKM+xzNkWITPwtAR9jrhddpxbFKj4AyPh050KYQvn6fnWQqfuSClfJ1VMliWTk0Qrls6h6TwRSLaKnwW4TMmDh6kR6ldfOvr5rJzAo1Fv1xr3+Ji4/0zC6QQPjMpOmoI38qKZkFOHMch6HHUUzp5nkehMuBaBoeDFF6pCt/8PG0YhUK6HtawYBE+C0OH12XHd379NXj3GQ0T46R28V29So8W4TMXpJSvX7pEJIHdIC2oAiN8plH4LEunMSG3mkGj3rGRAgurkLvoNzPh6xbNn83SSIeZCJ/S3z1A90sN7JwMAY+jPsNXrvKo1vjBWjoBeQFGFy6Y67PQBovwWRgJTIc9cNg1/DhKJXxmLSDe65BSvn7xIql7ZrIvDREspXNoCp9l6bQAyCN8PE/XCLMpfHLTCQFyu2xumo/w9Zvhe+EF+gyYKaRDraVTQ8IXdDvrKZ2FCpWfD1ThA2iOT4rCVywCL75ors9CGyzCZ8GckEr4WOm6NcNnLkxPE5ETI3zW/J5meN2JKfzUHfvrw/oDRzQKxOPqvw9TAiIR9d/LwuAxMUHzWFIIXzpNFRxmU/iUWDqXlujRbISvn6WTzWyZSdVRSvjKZeDaNU27OQMeB1KCpbNQHnHCd/Eizb2a6bPQBovwWTAn5uZo8ZfP93/ewgLdECz7lrngcNCNr5elc2eHbogW4dMMp+fC+IN33QSbbUiK6dQULd4zGXXfZ2eH1EKzddTtFcjp4jNjJQNA9zObTd6in808mo3wuVyAz9eb8Pl8wJEjgz8uveDx0AyaXMJ37RqpnRoqfKGmGb5CiRJjB074pFo6Gfm3FD4LFgwGqeXrCwuWndOs6Fe+zhI6rcAW82B6mh6Vlg4zJBLWBpDRIZXwra/To9kUPrudgsvkKHxmJXwAnc9XrxKhacb8PHDqFJFjM0FJ+bqGlQwMQY8T6SLN8DFL50BTOgFS+OJxUu/64cIFwO0Gjh8fzHENASb7lFuwIMAifBb6la+zhE5L4TMP1MyuNGNnx5rfMzrkKnxmI3yA/EX/4iIRRTO+F295C/Doo8AHP9jq+jFrSIeS8nU2AqOlpdPdpPDVLZ1DCG3heXG7//w8rQccQwodGwAswmfBnJDSxVcq0U3Omt8zJ8QUPperEfBgwfjQivAlEhbhMzoOHaLfo1gXH1P4zGbpBOSlEwJ0L5ybM+eC9y/+Aviv/xX4/OeBV72K5hU3Nmi2y6yEbyQUPgfShQp4nke+NMQZPkB8jm9+3tR2TsAifBbMCimEb3ERqNUshc+smJkBtrcpfasdFy8C111nzsXNXgUjfNeuqfs+OzuWpdPoYBs5Yl18a2tUMh0M6n5IA4cSwmdGOydAls1PfAL42teAy5eBM2eAP/9z+jeL8BFWV8nSODam2WEEPA5UajyKlRoKlSHN8EkhfPE4XQvM+FlogkX4LJgTwSAFL/QjfFYlg7nBrElsF78Zly5Zdk6zgd3YLUunBanVDKySwYzVLEosnWYlfAxvexvw+OM03/jJT9LfmXGRPzVFCne5LP1rVlZoo1zDcyEoJDanCuXhWjqB/psfeyCwBbAInwUzQ6yawSJ85gZTedttnYUCDfBbgS3mgtNJu9NqCB/PW6EtZoBUwre+bs6ZNYAWupkMJdeKoVIhhcfshA8Arr8e+PGPgfe8Bzh3rkEIzAQlPYwad/ABQNBNDppMoTLcWgagv8J34QI9mpH8N8EifBbMCywXEjIAABTdSURBVDHCd+UK2XnMeMG30FjItQe3XL5MVl5L4TMfpqfVEb5cjnbFLYXP2JDaxbe2Zm7CB0jrIFtZoRTDvUD4AKot+OIXgcceG/aR6AMl88x6ED4PEb70MAnf2BiplmIK3/h4I+nZpLAInwXzQorCd+yYOe08FrorfLUa8Pd/T/9tET7zQcnsSjNY6bpF+IwNKV18PE8KnxkDWwB5i34zVzLsRcglfDxPayUNEzoBSukEgEyxgkKZZvgGXsvgcJBjQ0zhO33a9GtBi/BZMC/m5uiCVyp1/3erksHciMVoCJ0pfC+9BNx/P81uvPGNwI03Dvf4LGgPtYSPlTNblk7jQ4zwpdNANmt+hU+Krc8ifOaCXMKXSFC4meYKH83wpYc5wweQ4t+L8NVqwHPPmd7OCViEz4KZcfQo7Vw991znv1WrNMdlET7zguNoMbe4CPzBH9BA9vnzwF//NfCNb1gJnWaEVoTPUviMDzHCZ+ZKBkAZ4TtwQL/jsTA4MMIndYaPOaF0tHTmGeFzDFjhA/on1l69SlZ+kwe2ABbhs2BmvOlNtKj/4hc7/21lhWZ1rA4+c2Nmhn7/H/sY8BM/AbzwAvChD5neurFnMTVFQRXZrLKvZ5ZOS+EzPsS6+Mxcug40CJ9US+fUFODx6HtMFgaDQADw+aRvfjEXjMaWztYZvhpcDhtstiHce/spfCyh01L4LFgwMMbHgde/HnjkEVL6mmEldO4N3H47Lei+8hXgS18y726+BQIbuleq8lkKn3kg1sVndsLn89HCX6rCZ9k5zQU5bgcdStcBwN8yw1eFxzEkytFP4Zufpw3gU6cGe0xDgEX4LJgbP/VTZOt5/PHWv7cI397AH/8x3cze8Y5hH4mFQUBJOl0zrNAW80CsmsHslk5Aevm6RfjMBzmEb2WFSI/G54LTboPXaa/P8A08oZNhYoKu7ZVK579duEBOL79/8Mc1YFiEz4K58fa3Ay4XqXzNWFigQA+Nd7QsjBgs6+beglrCt7MD2O1AMKjdMVkYDsQI39oaLfLM/LuWsuiv1YClJYvwmQ1yFb6pKeoy1RgBj6Ou8HldQyR8PA/E453/Nj+/J+b3AIvwWTA7wmGa5fviF+nGxnDlCnDkCGCzTgELFkwDLQhfNGptFJgBYl18rJLBzL9rKQrf5iYlNFqEz1yQS/h02vwOehxICTN8QwlsAXp3UuZy1Mu7B+b3AIvwWdgLeO976YLWXLJqVTJYsGA+yAmq6IZEwgpsMQvEuvjMXLrOMDUlTvisSgZzYnIS2N6mRHIxrKzoR/jcDmSElM6hVDIAtPkDdBK+F14g5c8ifBYsmARvfSvt9D78MP0/z1uEz4IFM8LpJMJ27Zqyr2cKnwVzYK8TvslJWuT2W/RbhM+cmJoiV9P2tvhzV1c1T+hkCHqcw5/hYxuBjz7amNMGaH4PsCydFiyYBoEARfJ/6Us0tLu+DuTzFuGzYMGMmJ5Wp/BZhM886EX4eL5h6TQzJidp0d+8yG2HRfjMCan29lyONrp0UvgCbmGGr1IbHuE7ehS4917gM5+h1/lzP0eOrwsXSAw4cmQ4xzVgWITPwt7Ae99L1pZ/+zea3wOsDj4LFswINeXrOzuWpdNM6NXFl0pRV6PZFT4pBdyLizTrHg4P5pgsDAZSy9d16uBjCHocSBcqKA7T0unxAN//PvDMM8DP/zzw1a8SAfyzPwNuvJGCuvYALMJnYW/gzW8mpe/hh61KBgsWzAw1hM9S+MyFXl18n/40Pd5++0APZ+CQMtNqVTKYE1IVPp06+BgCnuYZviETq1tuAf7yL8nO/dnPAmfPAu9//3CPaYBwDPsALFgYCLxe4KGHqIA7EgEcDusmZ8GCGaGU8NVqQDJpKXxmQnM1AwtmePJJ/P/t3XuMXNV9wPHvzx57zYLNw49dB9gYR3aKRCFFDmkCdkjckKRtCqGUhyhCSggpjaIihBqitqFAICSIJkhRhCgP0UgQlBBUaCucgBoSkQQBKdi8sUMNNu9ggw3YxOb0j3unHq/3Nbszc3fPfD/S6M7eO3f3d32OZ+5vzotLL4UzzoBjj60osA6pJ3yjtfDV/52Uj0mS8M2eNYOt7+xg1jvT2avqhK9un33grLOKRxexhU/d49RTi2/wb7yxSPZqft8hZaevD7ZsKcamNOONN4qxXbbw5WPwWnzbtsGZZxbjPK+6qqqoOmesXTr98jM/++5brEE8WsK3YUOxbeMsnSnBpjffqb6Fr8uZ8Kl7HHdc0br3yit255RyNd61+OoTW5jw5WPwWnwXXlhMxX7ttd1RzvvvX4xPGu7/wubNxRcdJnz5iRhbb4eNG2HOHJg9uy1hzJ5VfLG+491ET1Vj+ASY8KmbzJwJJ55YPDfhk/LU319sm034Nm0qtnbpzEfjWny//CVccQV84QvwqU9VHVlnTJtWJL3DtfA5Q2fexprwtal1D4oxfHWTpktnl5pQwhcRB0TETyPi6XI75FdmEXFnRGyOiP8YtP+QiLivPP+WiJg5kXikUZ1ySrF1hk4pT7bwqdGiRfD448XsfAMDcOWVVUfUWSMtvm7Cl7cFC8bWpbNNM3RCMYavzi6d1ZpoC98FwN0ppSXA3eXPQ7kCOGOI/d8Evl2evwn4/ATjkUa2cmXxgX/66VVHIqkdxpvw2cKXp3rC9/TTcMMNbeu6NmmNdNNvwpe3ydDC17OrhW9WzU6FVZrov/7xwI3l8xuBE4Z6UUrpbmBL476ICODjwI9GO19qmenT4bzzds1eJikvY5mKfigvvlhs589vbTyqVn3ili9/GT72sUpDqcSCBSO38M2a5edhruqtu+++O/TxHTuK9702JnxzGrt0zrSFr0oTnaawL6X0AkBK6YWIaOZdYy6wOaW0o/x5AzBsrYuIs4GzAQYGBsYZriQpazNnFt0ym0341q4tWn9M+PJywgnFGL5vfKPqSKoxUivP+vVFN9eIzsakzujrK5K64Zabeekl2LmzrV06G8fw2aWzWqMmfBFxF9A/xKF/mODfHuodJg334pTSNcA1AMuWLRv2dZKkLtfXt6vFbqzWrSvG9nrzm5elS+F736s6iuosWFAsUfLmm7D33rsfc0mGvDV2bx8q4WvzGnyw+xi+npoJX5VGTfhSSn8y3LGIeCkiFpatewuBERZ72cOrwH4RUStb+Q4Cnm/ifEmS9tTfP74WvsMPb088UlUaF18/5JDdj61fD0cc0fmY1BmNCd+hh+55vAMJX++M6UQUS5zapbNaEx3DdztwZvn8TODfx3piSikB/w2cNJ7zJUka0lgmK2i0cyc884yz9yo/w01i9PbbRRJoC1++RpvAqr7oehu7dE6bFv8/cYuTtlRrov/6lwOfiIingU+UPxMRyyLi2vqLIuIXwA+BlRGxISI+WR76CnBeRKylGNN33QTjkSR1u2YTvueeg9//3vU5lZ/GFr5Gzz5bbE348jVawrdxI8yYAfPmtTWM2fWEzzF8lZrQpC0ppd8BK4fY/wBwVsPPy4c5/7fAUROJQZKk3fT1wRtvwLZtxSyEo1m7ttia8Ck3ixYVN/Vf/zp85CO7bu5dkiF/BxxQzEw+UsL3nvfAtPa2vM2eNQNe32aXzorZvipJykuza/GtW1ds7dKp3MybB7feCmvWwPLlu1r2TPjyN21aMevwSF0629ids64+U+csJ22plAmfJCkv/eXE0mOdqXPtWujpaevkBVJlPvMZWLUKnn8ejj66WIh+/fqi9cc6n7eRure3edH1utn1hG+GKUeV/NeXJOVlPC18ixe3vWuTVJkVK+Cee4qxqsuXw09+Utzs1ya6HLMmtfri64OlVLTwdSDhq0/a0uMYvkr56SZJykuzCd/atY7fU/4+8AG4916YMwfuv9/unN1guBa+zZuLmVo70KWzvhbfXiZ8lTLhkyTlpT4z4VgSvpSKFj4TPnWD972vSPqOOgqOPbbqaNRu9YQvpd33d2ANvro5e9WoTQtmTI+2/y0Nz7Z8SVJeenpgv/3GlvC9+CK89ZYTtqh7LFwI991XdRTqhL6+YrbiLVuKlt26NWuK7cEHtz2Ev/7Qezn8wP2IMOGrkgmfJCk/Y12LzyUZJOWqsXt7PeHbsQMuvhiWLoUPfrDtIRx8QC8HH9Db9r+jkZnwSZLy098/tlk6XZJBUq4aE74lS4rn110HTzwBt91WrNGoruAYPklSfppp4Zs+3QksJOVn8ARWW7fChRcWy3Mcf3x1canjbOGTJOVnrAnfunVFsuc33ZJyM3gCqyuvLJ7fdhs4pq6r2MInScpPXx+8/noxYcFIXJJBUq7mzy8Su5deKrq4X3EFnHQSfPjDVUemDjPhkyTlp96VaahFhxu5JIOkXNVqMHdu8T540UWwfTtcdlnVUakCdumUJOWncezKwMDQr3ntNdi0yQlbJOWrr69Ye/Gxx+Ccc3ZN3qKuYgufJCk//f3FdqSZOl2SQVLu+vqKdfd6e+FrX6s6GlXEhE+SlJ/Bs9MNxSUZJOWu/l54wQXFmD51JRM+SVJ+Bs9ON5R6C9/ixe2PR5KqcOSRRTfOc8+tOhJVyIRPkpSfWbNg331Hb+E78EDYa6/OxSVJnXT++cVC6729VUeiCpnwSZLyNNpafC7JIKkbTPN2v9tZAyRJeervN+GTJHU9Ez5JUp76+oafpXPr1iIZdMIWSVLmTPgkSXkaqUtnfYZOW/gkSZkz4ZMk5amvDzZvhu3b9zzmkgySpC5hwidJylN9/amXX97zWH1JBhM+SVLmTPgkSXkaafH1detg3rxi6QZJkjJmwidJylN/f7EdKuFzhk5JUpcw4ZMk5WlgoNj++Md7HjPhkyR1CRM+SVKe+vvhq1+F66+Hm27atX/7dnjuOcfvSZK6ggmfJClfF18MxxwDX/wiPPlkse+ZZyAlW/gkSV3BhE+SlK9aDW6+GXp64OST4e23XZJBktRVTPgkSXk76CD4/vdh9Wo499xdSzLYwidJ6gK1qgOQJKntPv1puOACuPxyWLoUZs8ulmWQJClztvBJkrrDJZfA0UfDU08VrXsRVUckSVLbmfBJkrpDrQY/+AHMnQuHHVZ1NJIkdYRdOiVJ3eOgg2DNGujtrToSSZI6woRPktRdFi6sOgJJkjrGLp2SJEmSlCkTPkmSJEnKlAmfJEmSJGXKhE+SJEmSMmXCJ0mSJEmZMuGTJEmSpEyZ8EmSJElSpkz4JEmSJClTJnySJEmSlCkTPkmSJEnKlAmfJEmSJGXKhE+SJEmSMmXCJ0mSJEmZMuGTJEmSpEyZ8EmSJElSpiKlVHUMTYuIV4D1FYYwD3i1wr+v6lkHZB3obpa/rAPdzfLXZKgD700pzR/tRVMy4ataRDyQUlpWdRyqjnVA1oHuZvnLOtDdLH9NpTpgl05JkiRJypQJnyRJkiRlyoRvfK6pOgBVzjog60B3s/xlHehulr+mTB1wDJ8kSZIkZcoWPkmSJEnKlAmfJEmSJGXKhK8UEddHxMsR8UjDviMi4lcRsSYi7oiIOYPOGYiIrRFxfsO+v4uIRyLi0Yg4t5PXoPFrpvwjYlFEvB0RD5WPqxvOuTQinouIrVVch8avhXXgzoh4uHwPuDoipldxPWpOC8v/ZxHxZMOxBVVcj5rXijoQEbMb9j0UEa9GxHequiY1p4XvA6dExOryc+BbVVyLmtdsLhARh5fHHi2Pzyr3T757wZSSj2Ic4wrgSOCRhn33Ax8tn38OuGTQObcCPwTOL38+DHgE6AVqwF3AkqqvzUdryx9Y1Pi6Qb/nj4GFwNaqr8lHZXVgTrmN8j3i1KqvzUdHy/9nwLKqr8dHdXVg0O98EFhR9bX56FwdAOYCzwLzy59vBFZWfW0+Wl7+NWA1cERDuU8vn0+6e0Fb+EoppZ8Drw3a/X7g5+XznwJ/WT8QEScAvwUebXj9ocCvU0pvpZR2APcAn21b0GqZZst/hN/z65TSCy0OTx3QwjrwRvm0BswEnBlrCmhV+WvqanUdiIglwALgFy0JUG3XojqwGHgqpfRK+fNdYzhHk0CT5X8csDql9HB57u9SSjvL55PuXtCEb2SPAH9RPv8r4GCAiNgb+Apw0RCvXxERcyOiF/jT+jmakoYs/9IhEfE/EXFPRCzvfGjqkHHVgYhYBbwMbAF+1JFI1Q7jfQ+4oezi9U8RER2JVO0ykc+B04BbUvmVv6asZuvAWuAPyi6fNeAEvBecyoYr/6VAiohVEfGbiPj7SqIbIxO+kX0O+FJEPAjMBt4p918EfDultFvf3JTS48A3Kb4BuBN4GNjRuXDVYsOV/wvAQErpj4DzgJti0PhOZWNcdSCl9EmK7hw9wMc7G7JaaDzlf3pK6Q+B5eXjjA7HrNaayOfAqcDNHYtU7dJUHUgpbQLOAW6haN39X7wXnMqGK/8acAxwern9bESsrCbE0dWqDmAySyk9QdFkS0QsBf6sPPQh4KRyIO5+wLsRsS2l9N2U0nXAdeU5lwEbOh+5WmG48k8pbQe2l88fjIh1FN/0PFBRqGqTidSBlNK2iLgdOJ7iSyBNMeMp/5TSxnL/loi4CTgK+LcKwlcLjPc9ICKOAGoppQeriFutM873gTuAO8pzzgZ2VhC6WmCEXGADcE9K6dXy2H9RjP+7u4o4R2ML3wiinF0tIqYB/whcDZBSWp5SWpRSWgR8B7gspfTdQecMACfit3tT1nDlHxHzo5x5MSIWA0soxnMqM83WgYjYJyIWlvtrFN26n6gidk3cOMq/FhHzyv0zgD+n6A6kKWoCnwOn4ed/FsZTBxrO2R/4W+DazkeuVhiu/IFVwOER0Vt+3n8UeKyaKEdnwleKiJuBXwHvj4gNEfF54LSIeIrihu154IYx/KpbI+Ixim92vlQ27WuSa7L8VwCrI+JhivFZf5NSeq38Pd+KiA1Ab/l7/rnT16LxaVEd2Bu4PSJWU3TpfpldHw6axFpU/j3AqrL8HwI2Av/a4UvROLXqc6B0MiZ8U04L68BV5b3gvcDlKaWnOnohGpdmyr+8v/8Xilk8HwJ+k1L6z/L3TLp7wXAssSRJkiTlyRY+SZIkScqUCZ8kSZIkZcqET5IkSZIyZcInSZIkSZky4ZMkSZKkTJnwSZIkSVKmTPgkSZIkKVP/B6Gjb41rUZlLAAAAAElFTkSuQmCC\n"}, "metadata": {}}]}, {"metadata": {}, "cell_type": "markdown", "source": "## 3.3\u6a21\u578b\u9884\u6d4b\n\u56e0\u4e3a\u4e0a\u9762\u7684\u6a21\u578b\u7684\u62df\u5408\u503c\u662f\u5bf9\u539f\u6570\u636e\u8fdb\u884c\u7a33\u5b9a\u5316\u4e4b\u540e\u7684\u8f93\u5165\u6570\u636e\u7684\u62df\u5408\uff0c\u6240\u4ee5\u9700\u8981\u5bf9\u62df\u5408\u503c\u8fdb\u884c\u76f8\u5e94\u5904\u7406\u7684\u9006\u64cd\u4f5c\uff0c\u4f7f\u5f97\u5b83\u56de\u5230\u4e0e\u539f\u6570\u636e\u4e00\u81f4\u7684\u5c3a\u5ea6\u3002\n\n\u4e0b\u56fe\u8868\u793a\u7684\u662f\u539f\u59cb\u503c\u548c\u9884\u6d4b\u503c\u4ee5\u53caRMSE\u8bef\u5dee\u503c\u3002"}, {"metadata": {"trusted": false}, "cell_type": "code", "source": "#ARIMA\u62df\u5408\u7684\u5176\u5b9e\u662f\u4e00\u9636\u5dee\u5206ts_log_diff\uff0cpredictions_ARIMA_diff[i]\u662f\u7b2ci\u4e2a\u6708\u4e0ei-1\u4e2a\u6708\u7684ts_log\u7684\u5dee\u503c\u3002\n#\u7531\u4e8e\u5dee\u5206\u5316\u6709\u4e00\u9636\u6ede\u540e\uff0c\u6240\u4ee5\u7b2c\u4e00\u4e2a\u6708\u7684\u6570\u636e\u662f\u7a7a\u7684\uff0c\npredictions_ARIMA_diff = pd.Series(results_ARIMA.fittedvalues, copy=True)\nprint (predictions_ARIMA_diff.head())\n#\u7d2f\u52a0\u73b0\u6709\u7684diff\uff0c\u5f97\u5230\u6bcf\u4e2a\u503c\u4e0e\u7b2c\u4e00\u4e2a\u6708\u7684\u5dee\u5206\uff08\u540clog\u5e95\u7684\u60c5\u51b5\u4e0b\uff09\u3002\n#\u5373predictions_ARIMA_diff_cumsum[i] \u662f\u7b2ci\u4e2a\u6708\u4e0e\u7b2c1\u4e2a\u6708\u7684ts_log\u7684\u5dee\u503c\u3002\npredictions_ARIMA_diff_cumsum = predictions_ARIMA_diff.cumsum()\n#\u5148ts_log_diff => ts_log=>ts_log => ts \n#\u5148\u4ee5ts_log\u7684\u7b2c\u4e00\u4e2a\u503c\u4f5c\u4e3a\u57fa\u6570\uff0c\u590d\u5236\u7ed9\u6240\u6709\u503c\uff0c\u7136\u540e\u6bcf\u4e2a\u65f6\u523b\u7684\u503c\u7d2f\u52a0\u4e0e\u7b2c\u4e00\u4e2a\u6708\u5bf9\u5e94\u7684\u5dee\u503c(\u8fd9\u6837\u5c31\u89e3\u51b3\u4e86\uff0c\u7b2c\u4e00\u4e2a\u6708diff\u6570\u636e\u4e3a\u7a7a\u7684\u95ee\u9898\u4e86)\n#\u7136\u540e\u5f97\u5230\u4e86predictions_ARIMA_log => predictions_ARIMA\npredictions_ARIMA_log = pd.Series(ts_log.ix[0], index=ts_log.index)\npredictions_ARIMA_log = predictions_ARIMA_log.add(predictions_ARIMA_diff_cumsum,fill_value=0)\npredictions_ARIMA = np.exp(predictions_ARIMA_log)\nplt.figure()\nplt.plot(ts)\nplt.plot(predictions_ARIMA)\nplt.title('RMSE: %.4f'% np.sqrt(sum((predictions_ARIMA-ts)**2)/len(ts)))", "execution_count": 54, "outputs": [{"output_type": "stream", "text": "Month\n1949-02-01    0.009580\n1949-03-01    0.017491\n1949-04-01    0.027670\n1949-05-01   -0.004521\n1949-06-01   -0.023890\ndtype: float64\n", "name": "stdout"}, {"output_type": "stream", "text": "/home/ma-user/anaconda3/envs/PySpark-2.3.2/lib/python3.6/site-packages/ipykernel/__main__.py:11: DeprecationWarning: \n.ix is deprecated. Please use\n.loc for label based indexing or\n.iloc for positional indexing\n\nSee the documentation here:\nhttp://pandas.pydata.org/pandas-docs/stable/indexing.html#ix-indexer-is-deprecated\n", "name": "stderr"}, {"output_type": "execute_result", "execution_count": 54, "data": {"text/plain": "Text(0.5,1,'RMSE: 90.1051')"}, "metadata": {}}, {"output_type": "display_data", "data": {"text/plain": "<matplotlib.figure.Figure at 0x7f03d2234f98>", "image/png": 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oDMyyWMpkqpZ+fiZktdBrNJp5xUzd1Hk9lHrstSaABJ+bFOWVdlxrNp8bk/leNGVlMlaj0WjmjP6xSdwuB+VFBYQiKo1ir9AbEX3xzJWxkJ+DpZSz2x+YVJe4cbsc81ZLryN6jUYzr/SNTVJb6kEIEU/d2Jmj902EEIIZVTF2OFge6R0nFI3RWFE463kOh6CxvFCnbjQazcJlcHyS548NoIrq7KVvLEh9mYqIiwqcOB3CVhuE3tEgNaUeXM5kuSuzQei/+cRRStxO3r6hMeO581lLr1M3Go0mLScHJ/jyg/t59ugA0Zjk/o9fxqaWCluv0Ts6yYraUgAV1XvsWbFq0jMSpKF8ZsSdb5epI71j/Oa1Hj525fJ456rZaKwo4vljAzldK190RK/RaNJy365TPH2kn5s2qoh1LiLSvtEgdWVTOe5Sj8vWjkynR4IsKksv9Ln63Xzj8aMUFzj5kzcss3R+Y0URvaNBwjbbO1hBC71Go0lLpy9AvbeQL7xlDTDl1GgXwXCU0WAk3pwD7O+x2jMSSBnRlxcVIITK4ecy5m9e6+HWS1tnRvOPfgme+48Zn2ksLyQmVSrpTKOFXqPRpKVzyE9LVRFVxW6EUKtA7aQ/YbGUibfQZVuOfmIywmgwwqLyohnHXE4H1SWeeB1/Nhw+PYaUcOXquuQDoz3w4n/BC9+EWLJfj1mZMzie/YMlX7TQazSatJwaCtBcWYzL6aCq2E2/zSLVN6ai29ppqRu7qm5OG9FzqogeVO1+LkLf6fMDsLiqOPnA3p+DjIF/ALpeSTpUZdgY+/xa6DUazQIhHI3RMxKgpVJFwzWlHttTN2Yf1fqkiN4eDxpQ+XmYav4xnboyT/xhkw0nB/14XI6klBNSwq6fwKIN4CiAww8nfabK8Ljx6Yheo9EsFLqHA8QkNBtRa43XHU+12EWi/YFJaaF9EX3PyOwRfb23MKem3R0+P4uripONzDq3w+AxuOhPofUNcGia0BsR/ZCO6DUazUKh06cqbFoqDaGfi4h+LIjLIeLRLhidn2zK0Z82VqLWp6i6AfWAGRifJBrLbn2AKfRJ7PoxuEth3c2w5q0weBQGjsYPez0uCpyCwRwmf/NFC71Go0lJ55DKQ7dUJadu7Fw01TeqfGISI2Ovx0UoEmMykn/zkZ6RIFUlbgoN++Pp1Hk9xKRaEGYVKaUS+urixJ0qgl/zNvCUwqrr1f7Dv42fIoSgstjNkBZ6jUazUOga8uN0iHgNeq3XQzAcYyJkX/en3rHJpLQNEDc2s6PL1OmRYNpoHqDWmBvIZkJ2YDyEPxRlSWJEPzEAAR80blLvK1pg0flJQg9QVeLWEb1Go1k4dPoCNFYUxq0DzPJAO0ss+0aDyROaJHrQ5D8hm25VrIn5kMlmQrbDNwGQHNH3H1LbmlVT+5a8AXp2Q2xqgVRViY7oNRrNAqJzyB/PzwPUGJOJdubp+8cmqZsWcZfaZB8MqrwyXcUNEH/IZDMh2xEvrSyZ2jlwWG1r10ztq1kBYT+MTbXMrixx57RAK1+00Gs0mpR0+gLThN6I6G0S+kg0hs8forZ0ekRvj9AHw1F8EyEaZk3dmBG99e90ctCPENBcmbAIq/8wuL1QlmBuVr1CbQePTe0qccfr6KWUBMP2pcFmQwu9RqOZQTAcZWB8MknMTFG0a9HUkD+MlFO/FEy8Hns6P5lWA7NF9B6Xk4riguxSN4N+FpUVJk/w9h+G2lWQ2Pg7hdBXFrsZ9oeJRGOMBMKs+dLv+PFLJy1fO1e00Gs0mhl0xStupiL6KsPTxa4cvVlPPt0rxq52glM19DPtDxKp83qyTt3MKK3sPww1q5P3eRvBVQSDx+O7qo2H2nAgHC9fnT5HMRdooddoNDOI19BXTYlkgdNBZXGBbakbM1edWEMPU6mbfCP6TKtiTeq8hdmlbnx+liROxAaGYfw01E4TeocDqpfPiOhBffeOdDYKc4AWeo1GM4N4DX1lsgjZuWgqLvTTUjd29Y3tsSr0ZZ5439pMBEJR+scmk8V54IjaThd6UOmbaTl6UN+9M8WvprlCC71Go5nBqaEAbqdjRi/UmlKPbTYI6SL6wgInbqcjb6E/PRLAW+iKPzjSUectpN/iQrB4FF6dUHHTb1bcpBH6oRMQNfrWliRH9FUl7oz3Zwda6DUazQz6xyep9SavWAWo8XoYsGsy1hD6iuKZ3ZmU301+Ofq2gQmaKzNHy3VeD+GoZMg/83rBcJQTAxPx9ycG1eukxVL9h8DpgYolMwevXgEyCkNqwjUpovf544Zxc40Weo1GMwPfRCg+cZhITanbvtSNP4TX48LtmilDqp1g7hF9NCbZ3THM5sWZ2x7Otmjqyw/s563feDZeBnmoZwwhYEVd6dRJA0fUQilHCpuFaZU3FcXThP4MpG1AC71Gc9by1V/v58nDfXMy9uB4KF5lk0it14M/FMUfyn8x09BEKG2v1XybjxztG2NsMsLWJZUZzzWbnkyvvOkeDnDvzi4mQlEO9IwCsL97hKXVJZQkplv6D6nSylRUL1fbQWVu5nY58Ba6GBif5NRwQAu9RqNJz1gwzA+eP8En79rFqTno4zo4Pkl1ycyyvykbhPzTN4OzCH2+fWN3nBgC4AJLQp960dR3n23DzNrv6hgG4EDPKOsay6ZOCvlhuHNmaaVJcRUUVSVNyFaVuDnQPUo4Ks9IxQ1ooddozkpODqpJwbFghE/fvTtrm93ZkFIyOBGasZAJiK9i7bchfTPkD8Vz1tNRzUeyE/poTMYnVHeeHKKm1GNJSFOlbgbHJ7nr5Q5u3tREU0URuzqGGPGH6RoKJAv90AlATkXuqahekVRLX1XiZl/3CDCzqmmusCz0QginEGKXEOIh4/1SIcR2IcRRIcTdQgi3sd9jvD9mHG+dm1vXaF6/mEL/kcuX8nK7jzuea7Nt7IlQlMlILGXqxk4bhKGJcLyufDreHCZj3/qNZ/naQwcB2HFyiK1LKhFCZPgUFLtdeAtd8bp7gDtfPMlkJMafXbmMTYsr2NUxzP4eJc7rG8sTvkS72lYtTX+BaSWWVcVugmFldLYQI/pPAQcT3v8z8HUp5UpgCLjN2H8bMCSlXAF83ThPo9HYiFn98enrVrGhuZzHD9qXqze92atLU6RuvEqY7Six9E2EqCopSHmsrNDFcIoqmHREY5IjvWP88IV2njs6QIfPbyltY9JcWcypoakU2EvHB9ncUsGKOi+bWyo4NRzg6SP9AKxrSIjofYbQV84m9MuVsdnkODC1wtghoKFi9hp/u7Ak9EKIZuCtwPeM9wK4GrjHOOVO4Gbj9U3Ge4zj1wgrj1WNRmOZEwMT1Hk9FLtdtFaXxBcH2YHpl5666sZI3eQp9IFQlEA4mjZH31BRxFgwwqhFG4TRQJiYhJiET9y1E4ALWrMR+qL4AiZQFhCtNapWfvNiNc4vd3RR5/XEPX8AFdF7yqFolmuZlTc+lb4xhb6xoogC55nJnlu9yn8AnwNMY+VqYFhKaSbRuoAm43UT0AlgHB8xzk9CCHG7EGKHEGJHf39/jrev0bw+OTnop9VYtNNQUcjpkSAxm/L0g0adfKr8eYHTQVWJOyvLgFSYDo7TF0uZmGZqiVH2bJgPpy2LKxj2h3G7HKxPzKVnoKWymK6hAFJKQpEYPaPBeA3++sYyCpwC30Ro5pi+dqhqTTYzm860EktT6M9Ufh4sCL0Q4m1An5Ty1cTdKU6VFo5N7ZDyO1LKrVLKrbW1tZZuVqPRKE4MTsT9VhrLiwhFY7Z1LpotdQOqSiXfiN5cLJUuom+qyE7oTYO0P796JSvqStnWWonHlbp9YCqaK4vwh6IM+cN0DweQkvhipsICJ+uMvPy66UI/1D572gagapnaGhOy5nc+U/l5ACtrby8DbhRCvAUoBMpQEX6FEMJlRO3NQLdxfhfQAnQJIVxAOeCz/c41mtcp/lCEvrHJeGrB7KDUMxJITivkSDx1k0aEa70e+rOw9U2FL8M1msyI3mLpqPkrpNbr4Z6PXoJIGW+mx/wF0enzx9NFiTXum1sq2NM5nDwRG43AcAesu2n2wd3FUN4Sj+jN75xoGDfXZIzopZRflFI2SylbgfcAT0gp3w88CbzLOO1W4AHj9YPGe4zjT0g7uwlrNK9zzIqbeERvRL/dw/bk6QfHQ5S4nbM01M7O7TEV6SyKTWpLPXhcDstCb45XXeqmothNeXHCJO+en8N/bIBn/x2CIyk/b4p611Ag7tyZ6MV/xaoa3C4Hm1oSVtqOdkEskjmihyQXS/OX0plaLAX51dF/HviMEOIYKgd/h7H/DqDa2P8Z4Av53aJGo0nkpFFxY+boFyVE9HYwODGZNm0DKmoeGJ/Ma04gnaGZiRCCpoqiuC++1fFmlGtKCc/8P/APwuNfhf/allLszV8QXUN+uob8uBwiycf+6jX17PzSdfGHqrqohdJKk+oVMHAMpGRDUzn/8I7zePP6RZa+mx1kZZsmpXwKeMp43QZcmOKcIPBuG+5No9Gk4MSg6aCoIsLqEjdul8O2ypvB8dQ+NyamCdhwIJyy1t4KvokQDgFlRanLK0GJr9UcvW8iza+Q9qdVJH3zt6GgCH55K3Rsh1VvSjqtrLCA8qICuoYCDAfCNFYU4Zxm6DbDZXLIQmmlSfUKmByBiQEcpbW8/6IUBmhziF4Zq9GcZZwcnKC6xE1ZoRJJIQQN5YV022SFMDiRfsUqTK0kzWdC1jcRoqLYPUNME2mqKLKcuvGls1N45Q5V+rj+HbDyOhAO6Hol5RgtVarEUpmNWcif+9rB6U7uE5uOFG0FzyRa6DWas4wTA9M6HKEmZO2L6FP73JiYNgjZ9FmdzpA/RGVx+mgeVI58YDxkqYG2L9XDabQHDv0GNn8ACgrBXQL169MKfXOFKrHsGvLTXGEhfz7UrqyJU7lWTidubqaFXqPRWODk4EQ8P2/SWF5Ejw0RvZQyrUWxSV1ZarfHbFDCPHuF0FTePPP3ShnR7/yR8oK/4I+n9jVvg1OvQizGdJori+gY9DMwHrIY0Z+wlp8HKF8MjgIt9BqNJjPBcJSe0WA8P2/SUFFI79hk3uZmo4EIkZicNfduuj3mY2w2NBGmMo39gUmTEVVbSd8oO4Vp93z4YVh8SbLhWPM2mByFgcMzxmipKiYUjcVfz4qU1mroTZwu9VDQQq/RaDLROxpESmZ0TmooLyIak3kvZBqYUJ+f3kIwkRKPixK3M6+IfjCVME8jm9WxvolQcgVPYAh69sCyK6cNatSPpEjfJJZTNmfq/DQxAKFx6xE9zHCxPJNooddoziJ6DXGtL0sW4kbDHKs7zxLLuP3BLKkbUCWWuebopZRGjn72a9SXFeJyCE4Nz15iafrmJDUZP/kCIKH18uSTq5dDYUUaoZ96eGa0J8im4ibx2r42iGWec7AbLfQazRwwV2sEe0eVuNaXJbsemjXfPXkumvIZEX2m/HmdtzDnXw+jwQjRDOkhAKdDsKi8MGOOPqVvTvsz4CqC5q3JJwuh0jddO2aMY0bxHpcj8wrjbGroTapXQnQShk9a/4xNaKHXaGzme8+2cf1/PGtrMxCTuNB7k4W+0RT6PCP6AasRfZl1v5tgOMrx/vH4+7SLm1LQVJG5lt70zUl6cLQ/C4svAlcKwW7eBn0HZyycKvG4qCpx01xZlNnHfqgdEKkbgqejcbPapnjIzDVa6DUam9nVMczh3jF2nLDf4qlvbBKPy0FZUfLinbIiF8VuZ942CGbqJpMI15Z6LNsg/PzlDt709WfiK3pfbh8EYGV9QoPt3v0wPtNTv7myOO1k7D2vdtE3Gox788SFfmIA+vbD0itS31DzVkBC9+4Zh9Y2eFnTYMH10teu6ucLsvCTr18P7lLoeMn6Z2xCC71GYzNmnvzh13psH7t3NEh9WeGMiFMIlebIN6L3TUxSXlSA2zW7NNSVeRifjFhqEt42MEE0Jrnr5U4A7t15imW1JZzfZBiEhYNwx5vgu1crk7AEmiqLOD0aJBxNLoc8MTDBX/1yD9968tjMiP7Es2rbmkboa9eobYoKmG9/4AL+5Z0bMn6nrCpuTBxO9ZDpfDm7z9mAFnqNxmbMPPnD+07bnr5RQp86f9xYXkR3Fovg3APRAAAgAElEQVSmpJS85T+f5VtPTgle//jkrKtiTeqM1JGV9I25YveXOzo53j/Oy+0+3rmleephdfJ5VcEy1gN3vh1Gu+OfbaooREqS2vwBvNSmfhU8eqA33tYwLvTtz6rIuXFT6hvyNqj8vW9m+0VvYQEl060OUmH60GdLy8Xq10ZwNPvP5oEWeo3GRiLRGH1jQZbVltA/Nml7+qZvdDK+YGk6DeWFWS2amghFOdAzyr8+epiX2328etLHo/t7kx0a02DW0ltJ35waDlJRXMDgRIhP/XwXADdvbpo64ehj4CqEWx6EiUF48JPxQ6aJ2PRVv9vbffH9Tx/px+kQcUsI2p+BJZeCM02dvsOhJlFTCL0lJsdhoi/7iB7UvIGMpV2dO1dooddobKRvbJKYhPdduBiPy8FvbE7f9I4GZ0zEmjRUFNE/PkkoMnPVZyoSo/FP372bP/vJTpoqi/jyjeszftasSrEa0b/1/AZaqorYd2qUS5ZVxxuLAHD0UVUG2XoZbHyPymEbJYhTFsxTDzApJdvbBrlsRTVOh+C5YwNUFhfgcAhlezB4dGZZ5XSqluVe0z50whgjB6Fv2qr8djq353btHNFCr9HYiJkjX15XytVr6vitjemb8ckIE6HoLKkbleYwK3MyYYr0Z65dxenRIGPBCP/7wQson8VR0iQe0We41sRkhJFAmObKYt53oapQ+YMtCdH84HHVS3Wl4SbZtAVCYzBw1PhOMxuQdPoCdI8EefP6RVy0tAopU+Tn003EmlQtU3n2XGrac6mhNyksg7r1Z1zos7Ip1mg0s2NWvTSWF3HN2np+u+807QPjrKjz5j12uhp6k4aENIeVpham0F+3vp51jWV4CwtYs8han9XKYmvWyOaDr7GikGvX1uNyCG7clOD2ePQxtV15ndo2XaC23Tuhbg1FbieVxQVJk8wvGVU7Fy2tJhaTvHB8cKpKqP0ZKCyHRefP/gWqlkE0BKOnoGKxpe8cJ5+IHlT6Zs/PVYcq55mRYB3RazQ2Yk4aNlQUsrpeifuxvvHZPmIZU+jrZonowXotvdkOsLbUwzVr67lwaZXle3E4BC2VRXT4Zl+1esp88FUUUeJx8ZErliX3cj32mFpIZIpm9Upwe5XxmEFjRVFS2ej2Nh9VJW5W1pXyJqN5R7zuv/0ZlbbJ5Chp+t/kkqf3tavVtUWV2X8W1IRsaBwOPqA8c84AWug1GhvpHglQ4nbi9bhYXqccJo/22iP0fXH7g8wRvRX6xydxOoSlhUupWFxVHG9raOIPRfjKg/v55F1q0tXMrSd1ZjKJhFSFzIprp/Y5HNC0OUnoG8qLknL029sHubC1CodD0FhRxC2XLOFN6xbB0Em16jRTfh5mNOzOiqH23KN5gBXXqIVW93wYfnDDGSm31EKv0dhIz3CQhgq1srLY7aKpooijNkf06YS+1OPCW+iyXHkzMBaiptStJjFzYEl1CR0+f9zu4WDPKG/7xnP88IUTPLinm1PDAbqHAzgE1KeyFPC1KUuApi3J+xu3wOl9EFEPtqaKqaYqqtVfgIuWTf36+LubzlNVPFbz8wDeRlXpk2tEn0t+3qS4Cj7xCrzlX9XDacz+9RbT0UKv0dhIz0iAhvIpIV5ZX2pj6maSErdzZku7BLKppe8fn8zs6TILLVXFjE9GGPKHAfjbB/YxGgzz5bevA+DF44OcGg6wqKwQlzOF1JhWwTWrkvc3XQCxsBJ71K+B0WCEsWCY3Z3DAGxdkiLN1P4sFNdA3drMN+9wKLHOVuijERjpzC+iB2XNcOFH4JO7YM3b8xvLAlroNRob6RkJxitFAFbUlnK8f9yWypu+sWDaaN4km9Wx/WOT8W5RubDEmPA9OThBLCY50D3K2zY0cuslrVSVuHnh+ADdw4HUaRuA/iNqW7Myeb85IWukbxJTUq91jeB2Oli9KMXk9onnoPUNyrjMCqabZDaMdEIskl9En0hBoXrozDFa6DUamwhFYvSPT7JoWkQ/GYlZbnI9G2qx1OzC3FhRaNnBsn9sclbf+UyY7Qw7fCqdMhGKsnqRF4dDcMnyal48Pkj3cDC90A8cVp2X3MndsihrhNJFcaFvMi2YhwPs6RpmbYN3pkXDWC+MdkHLRda/QNVSlYZJ0W0qLUM5uFYuALTQazQ2YTYFMb3hgXhZ5dG+sfzHtxDRN5QXMTiRuc9qLCYZsCF1A9Ax6OfQabWkf40RaV+6vJqekSAdPv8sEf0hqF01c78QKm9vCL35+a6hAPtOjXJ+c/nMz/QYBmWmQ6QVqparOYLRU9Y/M3Bs6rNnEVroNRqbOG1MljYkpm7qlENjvhOyUsq4odlsmPMD071hpjMcCBOJybyEvrDASX2Zh5M+P4dOqwfZqnpT6Gvi5zVVpLjnWEyJZs3q1IM3bVErXAPD1HkLcToELxwfYHwywoamFBYN3bsAkbl+PhGz8saXReVN/yHwlIN3kfXPLAC00Gs0NmFWhiROxpYXFVDn9eQ9ITsajBAMx+IrUtMRtwzIkKc3F0vlI/SgSiw7Bv0cPj3GkuriuCFYa3Vx/J9D4oMvzkgHRAKpI3qYytP37FYNSMoKeepwP0DqiL57l5rU9ZTOPJaOXEosB46oe7Y6D7BA0EKv0dhET3yxVLKwragrzTqij8UkkQRrXjNCtxrRZ8rTm46P+UzGAiyuUiWWB0+PxheIgbJNvmR5NZCmht6ciDUtg6djpmDi6ZtC/KEohQUOVtalEPPu3dmlbQDKmqCgOG63YIn+w1Cb5lfIAkYLvUZjEz3DAbyFrhnljyvrSjneN55Ve8GfvdzB+V95lJ+8dJKB8Uk+e88enA7B2obZrRQaMnSaerndRzActS2iX1JdzOnRICcGJuL5eZMbNzbSWl1Ma00KO4Z0pZUmRZUqD35qJzD1sFjfWD6zVHO0B8ZPp7clTofDoa7ff8ja+X6fcq1Ml25awGivG43GJrqnlVaarKgrZXwywunRYOo0Rgp2dQwTCEf5m/v38Y8PHyQmJd/54AUZPXNMb5hUtfSP7D/Nn/74VT51zcr4w8iO1A1ATDKjM9OVq+t46rN1qT/YfxhKatXioXQ0XRBfBGX+c4s3K0kkl4lYk7q10PaUtXMHMvwKWcDoiF6jsYmuoUC8wXQiy80J2SysEDp9fra1VvK3b1vH4qpifvonF3HN2npLn20oL5oxGTsWDPPlB/YD8PNXOugZCVJY4Jh18ZUVFldPRespa9vT0X84c2TcdIFaNTraHZ/Q3ZAuPy8c2U3EmtSuVtcIDFu4ZyPyTzevsIDRQq/R2ETXkD+l0C+rUUJ/wuiZaoUOn58l1SV8+A1L+d1fXMEFqVaCpqExwTLA5N8ePULvWJCPXbmc3tFJHtxzippST+Ym2BkwI3qPy0FrdUmGsw2kVKmbTIIZXzi1k40tFZQVurhoWfXM87p3q4fG9Hp8K5jRuRmtz0b/EdWZqjxLt8sFQEahF0IUCiFeFkLsEULsF0J81di/VAixXQhxVAhxtxDCbez3GO+PGcdb5/YraDTzz4g/zFgwktIeuL7MQ1GBk/YBa0IfDEc5PRqMi2i2TDcBO9o7xp0vnuCWi5fwmetWsaiskIHxUN5pG4DqEjclbier6r04rXrmjPdBcCRzRL/ofHC44NSrbGiuYO9X3pzcsASUMVrn9pl+OVYxhd5Knr7/kFrFewZWstqNlTueBK6WUm4ENgHXCyEuBv4Z+LqUciUwBNxmnH8bMCSlXAF83ThPo1kQPHd0wFJD62zpHFIujqkieiEES6qLOWFR6LuMsXIV+iXVxYwGIwwalTU7O4aQEj78hqW4nA7+aFsLkH/FDajv9ub1i7j+vCzqys2J2EwRfUEh1K9PcrKcwdFHIDgM6262fv1EKharKL3PgtAPHDkr8/NgQeilwkwuFhh/ErgauMfYfydg/pO+yXiPcfwake/vQ43GBrqHA3zgju38zf37bB+7y7A4aK5MLc5La0o4MTi7d7uJ6fFupXlIKsxFWmbt/vH+CTwuR/ze3nNhi3KUzFCqaZV//6NNfPyqFdY/0G8KvQXRbLpA5eDTdYLa83MoqYPlV1u/fiIOp4rSM0X0k+PK5+YszM+DxRy9EMIphNgN9AGPAceBYSmlGRp1AWZ/sCagE8A4PgLMSKwJIW4XQuwQQuzo7+/P71toNBY43q+E71c7T/Hc0QFbxzaj8JY0Qt9aU0Knz59UG5+OjsH8IvqV9abtgiH0feMsrSmJp1Yayou449Zt3H7FspzGz5v+w6q5iLch87lLr4DJUTj5wsxjE4Nw5BHY8If5dWqqWzv18EmHmcM/C0srwaLQSymjUspNQDNwIZDKB9QsEk4Vvc8oIJZSfkdKuVVKubW2ttbq/Wo0OWOmTurLPPyf+1/L6AeTDV1DAbweF2VFqQVnaU0JkZiMR/6z0eELUFTgpKY0t4YgjeWFlLid8Yj+WP94vPLH5Ko1dTn/YsgbcyLWyg/9lW9SqZUD9888tu8eZWe88b353U/tamWIFhxNf87pvWprxQJ5AZLVrIKUchh4CrgYqBBCmP9VNwPdxusuoAXAOF4O+Oy4WY0mH9oH/BS7nXz9DzdxctDP959vt23sriE/TZVFaatYltaoipB2C5U3HT4/i6uKc66IEUKwvE754AfDUTp9fpbXZmENMNf0H7EeGbtLVD/Zg7+emb7ZcxfUnw+LzsvvfqxU3hx5FMpboDqLFNUCwkrVTa0QosJ4XQRcCxwEngTeZZx2K/CA8fpB4z3G8SdkNksCNZo5on1gnCXVJVy6oobV9V52nBiybexOX2DWCNksPbQyIdvp8+cdbSvbhTFODvqJyam8/bwTHFGrWLPJda+/GcZ7oeOlqX1HHlG5+80fyP+eMlXehIPQ9iSsuv6s87gxsRLRNwBPCiH2Aq8Aj0kpHwI+D3xGCHEMlYO/wzj/DqDa2P8Z4Av237ZGkz0nBv0sNZbjr6wvtcU6GJSzZLoaepOaUjelHldGoZdSxiP6fFhRV0rv6CS7O9XDbHltDjXmc0F/DrnulW9Wbf/M9M3kODz0GSXQWz+c/z1Vtqr0UM/e1MdPPAthvxL6s5SMMxhSyr3AjLXFUso2VL5++v4g8G5b7k6jsYlINEanz88NRhngqnovD+3twR+KUOzOb3XosD/MRCiatuIGVDqltaaY9jSVN6+c8DExGWF9YzmBcJTFVdasEtKx0rBKeGR/LzC1aGveiZdWZiH0nlLVQPzAg3DRR2H7/6qc+ocfBVdu8xhJOJzQehkc+33q44d/CwUlqnvVWcrZV/mv0eRA11CASEzSauTKV9UnlyDmQ2e84mZ2cW6tLkkZ0T9zpJ/3f3c7t925g7tf6QCSrQVywUzVPHd0gKaKIorcztwGkjLepNsW+g+B06Oi6Gw4/10q5fPNLfDy/8LW22BxFt2kMrHqeuVLbzYWMZFSpYmWX6Xq+s9StKmZ5nWBOQlqToqaJYhHesfZ0JyikUUWZKqhN1laU8LDr/UQisTirfBeOeHj9h/vYHldKZFojH99VKU2Flfll2ppqSzC7XIQisRmVNxYIhKCPT8zoudT8Oe7oCSF/UC29B9RE5qOLB88626G236vmpFM9NuTsklk5ZvU9ugjUJMw4Xr6NfXr4aov2nu9M4yO6DWvC8xI2pwUXVJVjNvpsCVPb9bQN1mI6GNy6hcAwOfv3cuiskJ+fNuFfPeWrZQVqthrtny/FVxOB8uMh9qKXCpunvga/PpTqtIlOKJKGe3AisdNKoSAlm2w6X1w2afAk4WBmhUql6ic/5FHkve/9ktATD0IzlK00GteF5wYmKDU44rXprucDpbVlmTlKJmOrqEAZYUuyosKZj3PTBuZD51QJMaJgQlu3NhITamH1poSvv+hbXzhhjUUFuSYaknATN8sr8vy10EsBq/do9IZH98OizbA7p/mfT+EAzB0cuEuOlr1Zjj5/FQ9/cAx2P5ttSCrNI3d8lmCFnrNguKXOzp52zefJRTJvII0G9oH/bTWJNemr6z3cqQ3v4heSsmJQWvlkGaEbZqbdQ8HiElYnOD6uLW1io++0Z7G0+aEbNY19F2vwFg3nPdOFUlv/gD07IHTeVpHDB4D5MK1EVj5ZohFVCmllPDwX6pqnOu+Nt93ljda6DULhmN9Y/zN/fvYd2o0K0tfK5wYmJhho7uqrpSuoQATk9mZnI0EwvzilU4+eMd2Nn71UZ450m/JoreyxE1lcQHH+9V3O+nLz+ogE1euruW8pjLWN5ZlPjmRAw+A060iXIDz3gWOAtj9s/xuqFf54VO7QFeXtlwEheXw+6/APX+sGpJc8yXwWusDsJDRQq9ZEExGonzyrt1xrww7UiomoUiMriF/fCLWxJyQzabyZjQY5g3//ASfu3cvHT4/b9/YyN/ffB5/+/Z1lj6/rLY07rnTMcdCv7Glgof+/HK8hbOnlJKQUgn98muU6IGahF19A+y9G6Lh3G+oe7fq0ZqufeB843TBtV+F4mq1Erb5QvsnfecJXXWjWRD879NtHOgZ5Rvv3cynfr7LmCS1YHplgc4htTp0etS90iixPNo3zsYWa5U3R06PMRaM8M/vPJ8/3NqStU3B8toSnjikTPw6fX48Lgd1NvjC28apnarK5Oq/Sd6/8T1w8EGVw152ZW5jd+9SHvP5GJDNNVv/WP3FYiptdZauhJ2Ojug1C4KHX+vh4mVV3LixkZbKYlvq200O9ag8/Kr65EqNeOVNFnn6NiO/fvGy6py8aJbVljIwPslIIMzJwQlaqopxWG3YcSY4cJ9K06y+IXn/ksvUtuuV3MaNRZUxWEOWDbznC4fjnBF50EKvWQAMjE9y6PQYl69ULqYrDEMuuzjQM4LLIeIRvIlZeXM4G6Hvn6DAKWZ2OrKIOSHb1j9Ohy8wZ2mbnDn6GCy9HIqm/cIpqlDVMl07cht34KiyEcilgbcmb7TQa+adF44PAnDpcrUgZ2VdKW0DE5a8262wv3uUFbUlKUsW1yzycvh0NkKvjNFcztz+1zEXL7X1T9Bpg6eNrYz2qJWry65Mfbx5m4roc/Eo7Nmtto1nSUR/jqGFXjPvvHBsAK/HxflNavJveV0poUiMTgve7VbwnzrA/WN/BN/cCg98Aiammo6sbSijZyTIsD9kaaz2gYkZk7rZsLiqGJdDsOPkEOOTkYUl9O3PqO3SN6Y+3rIN/IPga8t+7O5dC3si9hxHC71m3nn++AAXLauOR8kr6+zzoekfm+QdwftxIdXS+90/gxe+ET++tkGVHh7omaXphEE0Jjk56GdZHk6QBU4Hi6uKeepwHzB3FTc50f40FFWqBVKpaN6mtrnk6bt3q3GztT7Q2IIWes280unz0+kLcNmKKR8VM71hhz3B0fZ2/sD5HAPL3wHv+7lyIDz8u/hxU+gP9mS+VteQn1A0xvI8nSCX1ZbQMxIEVCPvBYGU0PY0tF6uJiJTUbtGtQDMVujNiVidtpk3tNBr5pXnj6k0ymUrauL7ygoLWFRWaEtE79x1Jx4RpuTyT6gdq9+i/FaM9EOt10NNqYeDFiJ6s+JmaZ7e7okrVeetnd90fG2qrHJZmrQNqGi8aUv2Qj9wRE3Eni0VN+cgWug1lvndvh5ODduTNzd59tgAtV5PPF1jYkvlTSTEmo672e7YjHex0W5utdE8Iimq96YV+lAkxs+2d+APRWgzVrQuyyNHD8RTP/VlHls8bWyh7Sm1XXrl7Oc1b1NWCKEsVi53mxOxuuJmvtBCr7HEwZ5RPvqTnXz3mRwm4tIw7A/x2IFe3ry+fkZNuin0eXWhPPww5dFBXqr7w6l9la1qCf7hh+O71jWUcbR3nHCKKp9f7Ojkr+97jX/53WHa+scpLyqgqiS/ZhfLjIh+weXny5qgOoPPTvM2kNEp8bZCz27VuKNmZX73qMkZLfQaS/zv08cBsipFTKRryM9IIHn5/D2vdhGKxHjfhUtmnL+irhR/KEq3kcvOhfDhRxiSpYjlVycfWH09dLwIgWFA5elD0Vg8YjeJxSQ/eL4dh4A7XzzBU4f7WVpTknPTbhMzdbNg0jaxGLQ/q6ptMn23XCZkzRWxeiJ23tBCr8lIp8/Pr/f24HKInNweu4b8XP4vT7Lxq49y6T89zr2vdiGl5GfbO9iyuIJ1KUy3Vi9Sq1gPdGfOnZvct6uLL/5qL7GYBCmRxx7n+dh5rG2qTD5x1Q3KpdBoHTc1IZt8rWePDXC8f4Kv3rieOq+HU8OBvCpuTKpK3Fy3rp5r1+ZolnXyBRjvz/s+4vS+BgGfNWuDkmqoWmZd6GNR1bxDp23mFS30mox879k2HAI+/IalDE6EGBjPrrXc0b5xpIT3X7SY+vJCPnvPHr720EHaBiZ4/0Uzo3mA8xrLcToEezqHLV/nN3t7uOvlTu54rp1Y70Hc/l6elxvY2FKefGLzVlVG2PYkoHLmbqeDg6eThf77z7VT6/XwR9sW89UbVY5/RS7dmlLw3Vu28pbzc/DyOfAg/OAG+M8N8OjfqKYg+dL2tNouvcLa+dksnDInYnXFzbyihV4zK4Pjk9y9o5ObNjXxxlXKouBIlumbLsOl8ZPXrOSnf3IRm1oq+P7z7ZQXFfDWDanFrsjtZHW9lz1d1oXeLFn8f48c5sFf/QSAbde8izrvtF6fDqchVq8CqrZ9ZX1pUonlsb4xnj7Szy0XL8HtcnD9eYv43i1bed+Fiy3fj+2MdsOvPwkNG2HtjfDit5TY50vbU8reoMzig6d5G4z3wkhn5nO7d6mtrriZV7TQa2blzhdPEgzH+Ogbl8VNwbLxhgHoHArgdjmoLfVQ7Hbx/Q9t48KlVXz8quWzVp1sbKlgT+ewSsVY4PRIkBvOW0RFcQGVPc/S61nCO668MPXJTVvVcv9J9V3WNZSx79RIfPL3kf29ALwnQdivXVdPRXF+E7E5E4vBfX+qGnW/8/vwB/8LG98H+34Fk3lUJ0VCar5itrLK6Zh5+s6XM5/brSdiFwJa6DVp8Yci/OjFE1y3rp4VdV5qSt1UlbizztN3+vw0VxTFXRorit384k8v4fYrZq/w2NRSzmgwYqkJSTAcZXAixNqGMr79nvVc6jpE9Ybr00+cNl0AyHjEuXlxJb6JUNwjfk/nMMtqSqhdKBbC++5RFgVv/sep5tVbPgihcThwf+7jdr2iUivpbA9SUb9edV6yYnDWsxsa9IrY+UYLvSYtP3+5k2F/ON7aTgjBqvrSrCtvOof8NOdQYWJ6xFtJ3/SNqnmDReWFbOEQBTKEa+W16T/QtEVtT6n0zebF6lq7OoaRUrK7c9iyR/2cE4vC0/8Mdethy61T+1suguqVsPPHuY/d/jQIh1oxbBVngbWFU9EI9JxF1sTnMFroNSkJR2N879k2LlxaxQVLpqpWVtd7OdKbXX17py9AS2X2tr4r67wUu53s6cw84dgzohZyNZQXqpyzowBaL0v/geIqVT1iCP2qenWtXR1DnB4N0jc2ycbm8vSfP5Psu1f1W73y88n2BGY/186XoP9IbmO3Pa2EeLotcSaat6o+suFZyl8HjkAkoCtuFgBa6DUp2d7mo3skyJ+8YWnS/lWLvIxPRiyvkB0NhhkJhHOqGXc6BOc1lbPLQuXN6VElOA3lhaoLUtMF4M5QCtl0QXxC1ukQbGyuYFfncLzSZ0FE9LEoPP0vKppf8/aZxze+F4QTdv8k+7FDfji1w3q1TSLN2yAWVh426egycvi64mbe0UKvSYmZh9+yJLkGfbUxIWs1T9/lUw+ElsrcFgdtbqngYPcok5HorOedNipuFhVFVTu82aJ5k6YLYKxbVbMAmxZXcKB7lJfafBQ4Rby+fl7Zfx8MHoU3fi612Zi3HpZfBYd+k/3Y3TvVeoLFl2T/2WZjkvvkC+nP2fVT5RiqrYnnHS30mpQc6x+nsriA6mnL/c2G2odPW6v06BxSk5stVbl1ZNrYUkEoGsvoLtkzEsTrcVHa+6paor/EitBvVdtTOwH1UInEJL/a2cXahrL596GRUlkqV69Q5ZTpWH6NSu0Mncxu/M7tatuSpjJpNrz1KuWz757Ux3v2qoh+623nVEu+sxUt9JqUHOsdZ0Vd6YyqlfKiAhrKCzl02tqK1U6jiiXXiN5sRrK/e/Y8/emRIIvMtI1wqonKTCw6Hxwulb5ARfQAo8EIG5tzTNuEg/DQp+EHb8mv7BHgxHMqD37JJ9JbBwOsuEZtjz+R3fgd21W0XVyV2/1t/oBa9dqTIn2z4w5VmbPpvbmNrbGVjEIvhGgRQjwphDgohNgvhPiUsb9KCPGYEOKosa009gshxDeEEMeEEHuFEFvm+kto7Odo3xgr6rwpj21treL5YwOW6tu7hgKUuJ1UFBfkdB/NlUV4Pa6MNsI9o4bQn3heTf55LKxgLSiE+vPiE7J13kKajUnjnPLzw53w/TfDju+rlMZDn86t7Z7JC9+E4hrY+J7Zz6tZpQzJjj9ufexYTEXcVh6I6TjvneB0q2YuiQRHYO8v4Px3qhXImnnHSkQfAf5SSrkWuBj4uBBiHfAF4HEp5UrgceM9wA3ASuPvduB/bL9rzZwyOD7JkD+cdrn/tWvrGBgPsdtC2WOnz09LVXHORmBCCNY0eJNSN1JKHjvQy9u++Syfv0dFk6dHAiz2okTbSn7epHkrnNqlJj1R9fQAm7IVeinhng8rX/f33AVX/TW89gvYeWd245j0H4ajj8CFt0NBhrSXELD8amh7RpU0WmHwGASG8hP64irl7//aL9TCK5Md31e1+dv+JPexNbaSUeillD1Syp3G6zHgINAE3ASY/xXfCdxsvL4J+JFUvARUCCFyMPXQZCIakwyMTzIwPplxsjIbjho+8NM94k2uXFWH0yF4/GBvxrE6h/w055i2MVnbUMahntH4L4g/+8lOPvKjHRzpHefenV30jalyyE3iqKoEab3c+uBNF0BoDAaOAitJ4jsAAB31SURBVPCOzY1cvaYue8/540+oCPm6r8Kat8DlfwnLroKHPxef7M2KV74HTg9su83a+SuugcmR+K+TjHS+pLaLL87+3hLZ9H7VR/aI4e//2j3w+N/ByjfrssoFRFY5eiFEK7AZ2A7USyl7QD0MgDrjtCYg0QSjy9g3fazbhRA7hBA7+vttdOJ7HfGxn77K1r//PVv//vdc++9PE0nhp54LZsOPdBF9eXEB21or+f2BvlnHkVKqGvocJ2JN1jaUMRGK0jUU4PRIkN/tP82HLm3l3o9eSiQm+cHzJ5AS1k7uVYt/solSmy5QW0Mgr15Tz/c/tC2+itcSUqoFTWXNsOkDap/DCW/7OkRDsOMH1scCFR2/dg+seSuU1GQ+HwyLYYf1PH3ndpVWqV6R3b1NZ/nVKm10zx/DnTfCr25XVTzv/mF+42psxbLQCyFKgXuBv5BSzpYwTfV/yIxEpZTyO1LKrVLKrbW1tVZvQ2MQDEd56nA/b1xVy21vWEqnL8AzR+15YB7rG6fE7VQ16Wm4dm09h3vH4pOtoIT98YO9fPKuXWz52mOc/5VHCYSjOU/EmiQ28DZbD757azPnNZWxqr6Un7ykqk0ax/ep5fmFWZRFVq8ET1l8QjYn2p5Swnn5p8GVUKVUtRRWvgle/WFyaiMTxx5TtsGZcvOJFFdB45a49XJGOrarB2K+FTFOF3zoIbj4Yypt1XIRvO9ucC8Qr30NYFHohRAFKJH/qZTyV8buXjMlY2zN8K4LaEn4eDOQw29XzWzs7BhiMhLjgxcv4fPXr6GqxM0vd3RlPc5PXjrJvz16OGnfsb7UFTeJXGN4qf8+IX3z0+0d3HbnDp452s/Va+r4w60t/Okbl/H2jY1Z31ciq+u9OITyi3/++ABVJW7WLipDCMFNm5oYC0YASdnwgeyX2zscKsVgNeUxHTOa9zbC5g/OPH7hR2CiDw4+aH3MPT+HkloVLWfDyjep7zGWIaV2+jVVm7/8muzGT0fVMnjT1+DT++DDvwVP6kl8zfxhpepGAHcAB6WU/55w6EHANN64FXggYf8tRvXNxcCImeLR2McLxwZxOgQXLavC7XJw86Ymfn+wF9+E9cgxEIryL787xDefOMbRhAVQs1XcmCytKWF5bQmPH5xK3zxxqI+lNSW8/NfX8q/v3sjfvn0dX7xhbd7GYEVuJ601JRzsGeWFY4Ncsqw6nlq50XiINDGAKziU2yrMpgugdz+Ec+iH2/aUcn+8/DPgSvE9l18DlUvh5e9aGy8wpPLd571Lecpkw5q3AhKO/Hb283b+WOX/z39XduNrzlqsRPSXAR8ErhZC7Db+3gL8X+A6IcRR4DrjPcDDQBtwDPgu8DH7b1vz/PEBNjSX4y1UYvDurc2Eo5IHdp+yPMav93YzGozgEPA/T6lWgaPBML2jk5YabFy7rp7t7YOMBsNEojFeafdxyfJq3C77l2esbSjj2aMDnB4NcumK6vj+lqpiti6p5IICY7FQLgZazVvVCtFU9eCzISU8+Y8qR73lltTnOByq+qTzJWvj77tX5fWzSduY1K+HiiWzr5INB2Hv3bD2bbnXz2vOOqxU3TwnpRRSyg1Syk3G38NSykEp5TVSypXG1mecL6WUH5dSLpdSni+lzCP5qUnFWDDM3q4RLls+NVG3tqGM85rKskrf/HR7ByvqSrn10lYe2NNNp88fn4hNV3GTyLVr6wlHJc8c6edAzyhjkxEuXlad8XO5sK6hjEBYVRYlfm+AL71tHR9dPa4WStWvz37waROyljn+uKq0ueKvUkfzJpvfrxYPvZIhqg/54Zl/U7n2ho3Z3QuofPuat6lfGZNpVhIf/g0Eh9ViJ83rBr0y9ixke5uPaEwmRbYA79zSzIGeUU4MZPZv33dqhD2dw7z/osXcfsUyHAL+z/37+PuHDgCwsj6z0G9ZXEllcQGPH+zjpbZBAC5eOjdR4hqjh2xTRRFLqpMn+ja2VLCONqhbm7nmPBXeRSoqz2ZC1ozmyxdPVdqko6gSNrwb9v5SpWbS8eK3lPfOm/8h90nSNW9VvwjSTcru/LG656VX5ja+5qxEC/0CJt3K0+ePD+BxOdiyOHnV4eUrVfWSKbqz8YPnT1BU4OQPtjTTUF7EO7c088yRfvrHJ/nS29axpDpzHbnTIbhqTR1PHOrjuWODLKstoa4sfaVOPpiVN5cur545SSyl6mSUSxRs0rwVTr6oVoxa4eij6hfAGz+bXGmTjm0fUZa9u36a+vhYLzz3dRWRL7nU+n1PZ/HFUFydOn3Ts1dF+5vfP7ulguacQ//bXqDsOzXCui//bobHS+9okIdf6+HCpVUzTLeW15ZQU+rJKPQ7Tvi4d2cX779oMeVFKsf/5bev56E/fwPPfPYqbptmTTwb166tZyQQ5pkj/XOWtgFlP/yZ61bxJ5cvm3lwtBv8A/k1uFj9FhVNW4nqpYQn/wEqW5VNsBUaNkDLxWoh1PSHiZTwyF9DdBKu+7usbz0JhxNW3wCHf5tcfRONwIN/ruryL7w9v2tozjq00C9QXmobJBiO8bPtHfF9vokQH/jedsaDEf7qTatnfEYIwcXLqnipzZe2MUgoEuOLv3qNpooiPn3dlH1skdvJeU3lWVsVXLGqFrdT/Wc0l0IvhOCT16xk9aIU1UA9e9Q2n4h+9Q3Kt+XAA5nPPfywuuYVn8uuMubCj8BQO+z/VfL+Z/9VuUC+8fNQPXt7RUtc9mmIhuF3n5/at/3bqq3fDf+iJ2Ffh2ihnyOiMUk4Gst5teoBw8TrwT3dBMNRQpEYH/rBy3T4/Hzv1m1pTbcuXlbN6dEgJwf9KY9/++njHO0b5+9uWk+Jx5XTvSVS6nFx0TIlHHOVn89Iz261KnTRebmPUViu6tYPPDC7EVksBk/+k6od3/BH2V1j3U2qZv/XfzHVEWr3XfDE36uxrvhs7vefSM0KlVLafx8c/LUyGHvyH2DV9bD+HfZcQ3NWkf//6ZoZ7O8e4R3feoFQNIYQ8F/v3cJbN2Rn93OwZ4yqEje+iRCPHuila8jP3q4R/vv9W7hkefrI2YyqX2obpDXBr0VKyR3PtfPvjx3hrRsa4gue7ODjV61gc0vFnOXnM3LscRXNZ+oolYl1N6sa9lOvqpx9Kg49BL2vwTu+o1aFZoOzAP7oJ/CdK+Hn71PR+5HfwZI3wI3ftNe3/dJPwb774G5jorhuHbz137U3/OsUHdHPAY/u7yUci/GZ61bRWl3C139/xJKlr8n/b+/Mw6Oqzgb+O9mAkJCQENZsBMK+GEggiCwCgoBQBEEWBQQUrf2KFbH6uWuxllZFoRWRIiiCQKUoKihQ2dewBANhSwhJaCAkEAJhyXb6x7mBkMxkZpIhmQzn9zz3mTvnLnPembnvPfc975JXUMjJ9Ms80jmQJr61mL8lgY83nqB/mwYMal/2DcOcnf7dH+P50w/xDGzXkPdHVsDEYYLoMH+eN2FKqhSy05RdvdXgip+r5UBVa/bwv01vLyyETX9WaRPKG2zkEwgjFysTzumdyib/2Ddlu2eWBzcPeHiemtx9dAk8vR18SqWc0twl6BH9HWBHQgbtm/jw+77hhPh7Mu3rg6yPP8eAtg2tOj7h/BXyCiRtG6sqRx9vPEEtd1feGGrZR7yknV4IQVJGDp9tPcXoqCDefbi9dQm7UvbCmmnKJOLTRCmkgCpS5mVx7Ef12uqhip+rlq8qy3d4NfR5tbSr5pHVkH4ERvxTTXqWl9Du8PQ28GpwZ+3ljTrAaDNePpq7Cj2ityend1CwoD8fpj3OF5enQMpeBrdvRLCfJ//YlGB2grQkRUU2Wjeqw8jOgXi4uTC9fwua+FrnI15kp080/Om3GsnOnu7VzDolf+EULBsNN7LVCDRlN3w9znwQTlVy9AdlLw9oZZ/zdZkK2Wfgmyk3c9QDkJOpRvMBrexj567fWk+KaioNrejtxaktsGQEuRfPsKewFTVdBayciNv1i0ztFUZsShY7Eiz7t4Oyz3u4uhBWrzZBfp7s/f9+pt0KzdCnVX2EgO9jVYqhzcczCPIrHWhkkmsXYekoVXf18dUw9mv16H8hQbnnVaRikr25fkl9760G28/2HN4PBryrbPFrpqnzx62Cf0SrG2D/P1VsNK/RVAFa0duDpG3w1SjwDWFe8095qfB3SjnmpMOqJxkR0RhfT3dW7bcuD018WjbhDbxwM9wWfWwsw9fYtxZdQv34NvYMufmF7EzIoEd4gGXXSSnh298phTZ6qfLeAAi9D/q8pmzXBx3IFHBivSo0Yg+zTXG6/VbVaT3wJSweonKte9WHpzZB+AP2/SyNphLQir6iXEhUng2+wTBhDT8nSzqF+FIzpDM8+B4kbKTmr18RGeLHgZQywt+LEZ+WfTMStLwMi2hC4vkcvtx1mpzcAnqGW5Hz/8CXaiTb9/XS0Zndn1M5WLZ9aH30qDXkXoWMk2qx1TQUv0al8w2Msl9/ihgwE/5vP4z/TpUGfPI/FXPf1GiqEK3oK8KNy7BsrFof+zWZ1CE+LftW0q3IScpvesdcIoLqkHg+h6yrZacRTr98nYwruRVW9IPaNcLD1YX3fz6Gq4solRenFJkJsPYlaNpTjWZL4uKiiktknrS+ilFZ5ObAttnwYRuY21ktH7aDE1YWzrh8Vtnn2424c6YU/2YQ1kuVBrS3V4xGU4ncdYp+1f5Upq+IZfqKWL40KhOVmx+mQ8ZxVTbNL4xdiRcAuLe5oeiFgOhnIfMEfVxV9OaBFPMFtS9fz2P6CrVfZEhds/tZg4+nO71bBnA1t4CIIF/q1CzD/FOQB6ueVH7ew+aZz4PS5jfg1RB2V7Dee/IumNsFNryhMkc+/KlafALhq0dg6weWzxGzUKUW1uH8Go1F7ipFf+laHq/8O44N8ef45Vg6b3wbZ1WmR5MkbVN5vXs8D2G9AdhzKpNa7q50CPS5tV/bYeDdmBaJi3ERcCDZtKI/e+k6oz7dxc6ETGY90sFs5KstDItQftM9LJltNv9FBQkNmV22r7WbhypWfXLDzWLaNiGlGsV/PkjdVJ5Yq3zIO45Wy+Sfod1w2PiWqplqjvwbStG3GGCflAEajZNzVyn6b/alci2vgK+mdGXdcz1wc3Xh0y2Jtp+oIB9+nKHSvd73/M3mvUkX6RTii7trsa/V1R26TsX19FYerJfBgeTSdvrj5y4z/B/bSc7MYeHEKEZFBpXapzz0a92AZ+9vxpguZZwveRdsfR/uGWed22DniSonzO55tndoy1/VKL7NUJi6pfQ8gEdtFXEa2AW+fx6ykk2fJ24V5JyHrk/b3geN5i7krlH0UkqW7DpNRLAv7Zr4UN+7JiM7B/LNvlTOZV+36VzfffYWpB8hv//Mm0WQs6/nEX82m8gQE77RnSeAe20mua3jYErWbVGyB1OyGPHJDvILJSue7kbPFvYrlO7h5sKMAa3MpyYoyFcuhD5BMPAv1p3Uqz50GKXS7eZkWN+ZHXNVvpV7xsGIheYLeLu6wfD5IAth1dTbfdlBvd/5dwhoffNJSqPRlM1do+h3JGSSmJHD49EhN9um9mxGgZQs2Gr9qP7chUvcm7aIbQVteeFQ4E2lve/0RaSELqYSe9WqCx1GEXFpIy7Xs0g4f+XmpgVbE/FwdeHfz3anbWOf0seWREpV29Qeni+xS+H8UVXY2ZaCzvdOg/zr1o/qEzfDz6+oXDJDPracC92vKQz+GyTvgO+fu913f/tslWum1wydt0WjsZK7RtF/ufM0dT3db8sVE+zvyZAOjfhqdzI5N/KtOs+xjYupJ7I52nwKq2PTeNuoyBSTdAFXF0FEsBnbetRkXAtv8Ijr5tvs9LGpWUSH+Zcd9ZqZABvfgY86wjsBMLMhvN9SBTCd2W9Vv0uRe1VVSAqMgtZDbTs2oIWqObpnvmWXyPwbatK6bqjKvWJtIrCOo6HHC7D/C9jwphrJpx1SmSPbPgxth9vWZ43mLsapFP2VG/ks2n6K9Mu3m2LSLl1jffw5RkUFlSrWMbpLMFdzC9h07LzlD5CSxscWk+wSxOTHJzKhWwiLdiRxKDWLvacu0q5xHTw9zCiyhu2RQdGMd9/I/iQVIZt55QYpF67RMcjESF5KlZVxyQiY0wm2fQD+zaHbsyoPS2h3lZ3w84Hmy8aVxe5P4HKaymFTnpFx9z+oyNSYz8veb8fHkHkCBv3N9jJ/fV5VLqrbZ8O7jWHRYFU9SWdh1GhswqkU/aLtp3hzzRF6zdrEX386ynWjmPSyPSkUSsm4LiGljokK9aOelwdr49Isnj89fivN809yKmwswsWFFwa0xL+2B+98f4SDqVlEhZadu0RETSGEs1w7vhEpJbGpamTfMdDEU8CmP8OS4XD2V7j/FfjDEeWh8sBbKm/5yEUwLRbqhcOyMXD8J8tfUBFZybDlb9BycPnL1gV2VjbyLX9VQWOmOLVVfU7roeWLKBVC3SCGL4CoKcrHf8QCnSNGo7ERp1H0UkpW7T9D+yY+PNCmAX//JYGZP8STV1DIsj3J9G4RQLCJXC+uLoIH2jTkl6PpN28M5sjeNIdsWYuwvk8C4F3TnWn9wtmbdJHc/EKiLBXeaDOU6x5+jLuxnCP/zeJgyiVcBLRrUmJEv2OucnmMeAyei4NeL0IdE+mJa/uryM36bWDFeDh3pOzPB/Wk8OOLan3ge5b3L4shH6vslismQF6JCe2jP6inkbqhSlmXFxdXVVh7wEyVibFpjwp1WaO5G3EaRX8wJYvEjBweiw7m4zERTL6vKV/uOs0b3x3m/OUbPN6t9Gi+iIHtGpKTW8C2E+a9SArOHiYsfT3rPQcT1OiWZ8yYLsE0NQp8WAxycqtBXu/X6eJyjIyNc4lNyaJFA+9blZ7yc+HnV2+fuLRUeNrTD8augBp1VE6WXAtxAUe/h+NroffLKm1DRagbogKdzh6CbyarXDiHV6tMl8sfUykDnlgL3vYrcqLRaGzHaRT9qv1nqOHmwkBjsnXGgJY0r+/F0t3JBNatRa8W9c0eGx3mT52abqyNO2t2n7OrX+eKrIlP3+m3tbu7uvDBqI68PLAV/l6Ww+S9u00kxiOK6MQ5XEw5wj1BvsqDJmkbfP4g7JgDkZNh+GfWh/Z7N1AuieeP3Rqtm+LSGTUx2qA9RD9j3bkt0fJBuP9VNYJfORFWToCUPWouYfx32syi0TgATlF4JDe/kDWH/kv/tg1VqH9hITXT9jKvN0xadZEnurfGtYw87B5uLvRr04AN8efIKyi8GfB0IScXn1ruyDP7aXJ2A0s8xzG2U+tSx0cE1yUi2MqUBULwa8TbhO8awRL5MnnJTeGjy3ApGWr6wqgvVKoBW2l2P/R8QdnMG9+jClEXJzcHvh6jvG3Gf2ZbUWtL9JqhFHvmCbhxBYK62l5mT6PR3DGc4mqc858TZF3NY3inJmo0ue4lOLOP5sAWN+BoFNR/UU0ImvHWGNy+Eav2n2HTsfM80KYByZlX6ffhZsL8PZlb8DZ1pTdBg6ZbV7jDAl07tmPSlhmMdN3MQ96F4BkEfV9T6XY9rMgZb47eL6vJ27V/VL7ozfup9rzrsOop5Z44drkqemFvPDxV3VaNRuNwVHtFP3/zSVb/sp1Zzc7Re/scSN4J3o2UfdurvsrJsmc+LB2pQvdr1wf/MOU/Ht4fgqMB6NkigHpeNVgZk8IDbRqwPCaZ/IJCBlz7nua5Mcz3foYn21lf/KMsWjfyJq1OR9682ppHnhgArnayoLm4Kq+UhQ/CionQdaqavPzpFTgXBwP+rPLDaDSauwphbXm7O0lkZKSMiYmx+biYlbNoEfcBdcQ11eDXDDqNV654Nbxu7ZifqyYK0w/DlXRV9/NsnKqi1Hqo8ujwDWbmD0f4fHsS21/qw5A52xhcL53X06eRXq8bN0YuJbiel+mOlIMvdiZx5uI1Xh50B0bXl1JVrpiT61UqAU9/GPaJVvIajZMhhNgnpYy0uF91VvSJu9aQtnslXe+9H7cm90Cje6wPpLlxBXZ9ohJ6CQH93uJ4yKP0n72N7s39SU44wjr/2dQWeaqQc20L+dwdkUupKv1A877gbV1hco1GU32wm6IXQiwEHgLSpZTtjDY/YDkQCiQBo6SUF4WqVfcRMAi4CkyUUlqM0S+vorcLWSkqn8rJDRDcjYUZbTh1qYA/ui+ndg13xLiVN807Go1G40hYq+itMQ4vAh4s0fYSsFFKGQ5sNN4DDATCjeUpoIIVKioB3yAY9y8Y8hFkn2HS1X/yjvsisrzDEc9s10peo9FUeywqeinlFuBCiebfAIuN9cXAsGLtX0jFLsBXCGEipNPBEELlWX/uV3J+f5QFLedTY8q6igcUaTQajQNQXnePBlLKNADjtSgaqQmQUmy/VKOtFEKIp4QQMUKImPPnrUgoVknU9mvElDGPEuBTu6q7otFoNHbB3pGxpmZCTU4CSCnnSykjpZSRAQH2K7ah0Wg0mtspr6I/V2SSMV7TjfZUoHjdukDgv+Xvnkaj0WgqSnkV/XfABGN9AvBtsfbxQhENXCoy8Wg0Go2marAYGSuEWAb0BuoJIVKBN4D3gBVCiMlAMjDS2P1HlGvlSZR75RN3oM8ajUajsQGLil5KOcbMpr4m9pXAsxXtlEaj0Wjsh9OkKdZoNBqNabSi12g0GidHK3qNRqNxchwiqZkQ4jxwupyH1wPM1wCsXmhZHBdnkkfL4piUR5YQKaXFQCSHUPQVQQgRY01Sn+qAlsVxcSZ5tCyOyZ2URZtuNBqNxsnRil6j0WicHGdQ9POrugN2RMviuDiTPFoWx+SOyVLtbfQajUajKRtnGNFrNBqNpgy0otdoNBonxyEVvRBioRAiXQgRV6ytoxBipxDiVyHEGiFEnRLHBAshrgghXijWNk0IESeEOCyEeK4yZSjWB6tlEUKECiGuCSEOGsu8YsfMFEKkCCGuVIUcRh/sJcs6IUSs8bvME0K4VmNZNgkhjhXbVt/U5zm6LEII72JtB4UQGUKI2dVRFmPbo0KIQ8Z/bFZly2GrLMa2Dsa2w8b2mkZ7xa99KaXDLUBPoBMQV6xtL9DLWJ8EvFPimG+AlcALxvt2QBzgiUretgEId2RZUMXW48ycJxpoBFypDr+LBVnqGK/C+N1GV2NZNgGRVfWb2FOWEufcB/SsjrIA/qisugHG+8VAXweXxQ04BHQsJoOrsV7ha98hR/TSdJ3alsAWY309MKJogxBiGJAIHC62f2tgl5TyqpQyH9gMPHzHOm0GW2Up4zy7ZBXn9rejLNnGqhvggZkqZHcSe8niCNhbFiFEOKo86Fa7dNAG7CRLGHBcSllUo3SDFcfYHRtl6Q8cklLGGsdmSikLjPUKX/sOqejNEAcMNdZHYlSyEkLUBv4IvGVi/55CCH8hhCcqT34QjoFJWQyaCiEOCCE2CyF6VH7XbKZcsgghfkJVJrsM/KtSemqZ8v4unxumg9eEEKbKaVYFFfmPjQGWS2M46QDYKstJoJVh2nEDhuH4134LQAohfhJC7BdCvGjPD61Oin4S8KwQYh/gDeQa7W8BH0opb7NfSSnjgb+g7prrgFggv/K6WybmZEkDgqWUEcDzwFJRYi7CASmXLFLKAajH0RpAn8rtslnKI8s4KWV7oIexPF7JfTZHRf5jo4FlldZTy9gki5TyIvAMsBz1VJKE41/7bsB9wDjj9WEhRKmaH+Wmsu1WNti3QjFvF20B7DHWi37IJCAL9aj0OxPHvAv81pFlMbFtEyXsv1Shjd7eshjtE4C5TiLLxOouC9ARZfZwpv/YU8AsR5YFdXNdVGzba8CMEvs7l43eFEXeDEIIF+BVYB6AlLKHlDJUShkKzAbelVLOLXFMMDAcBxmlmJNFCBEgDA8UIUQYEI6ae3BYbJVFCOElbhWWd0OZ1I5WRd9LUg5Z3IQQ9Yx2d+Ah1KN5lVOB/9gYHOQ6KaI8shQ7pi7wW2BB5fe8NOZkAX4COgghPI3rohdwxG4fXJV37jLugstQj2V5QCowGZgGHDeW9zCieksc9yaG143xfqvxZcVSBbPutsqCmpg5bPR3PzCk2HlmGccXGq9vVkdZgAYoz4NDxvY5gFs1laU2yjulSJaPMDwlqpssxc6VCLSqimvFztfLMuPaP0IVeHXZKoux/2OGPHEUewKxx7WvUyBoNBqNk1NtTDcajUajKR9a0Ws0Go2ToxW9RqPRODla0Ws0Go2ToxW9RqPRODla0Ws0Go2ToxW9RqPRODn/A0T1eiGbkJbwAAAAAElFTkSuQmCC\n"}, 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